vcc2026-val-1 · 2026 validation contexts A, B and C

Stable ID: acquired-protocol-7f9c60e5c29f16e44637

source locator

JSON entries[0].score_avg; submission fslq6ov1ijfW0MlMkAii

procedure

vcc2026-val-1

comparison panels

id: acquired-figure-af08fb5a474ece7949ca; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 1–80 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-dc116904277b3e1ba2a7; acquired-result-65f7ef8bcb8f5bb978f0; acquired-result-e432d9e0c9c166763dd0; acquired-result-6bae6118e71a42300876; acquired-result-02f5550f6c8104aa6d3d; acquired-result-1ec9cd6219ece8dd642a; acquired-result-f7d1c76d83014e8486fb; acquired-result-69d1fb1102037843451c; acquired-result-5c4ce0f1236d0fdd7634; acquired-result-9d5bdffbd8959fa30f5b; acquired-result-72f2ba10bda6a999c2e6; acquired-result-35c3b2d321fe6aa6ec48; acquired-result-e4ced1a087a3c9a58a12; acquired-result-e3ba3606715a51901d3a; acquired-result-de29d091677f00c160b6; acquired-result-3a216c8802a32a7291a2; acquired-result-12d158d70c17b56a4b87; acquired-result-55657b39bf766abd65ee; acquired-result-788475ff79a4a194a1b1; acquired-result-ed1f6ac3f0da718e5dfa; acquired-result-8bc76c54e2efeecaf76e; acquired-result-513fe4f2c8b4322da8f7; acquired-result-ff49d6b9b9d14bc6ba26; acquired-result-7585a2d0263ed93996f9; acquired-result-c4d1e758536bc687c4a0; acquired-result-359f828ea03d3e20b724; acquired-result-d0c4d3f4f3111ce1857e; acquired-result-2c78ab44cd8b5905b8a9; acquired-result-86355e28281db72293e1; acquired-result-15efaf9e039b9e7312fe; acquired-result-875564f8c638537aa230; acquired-result-53c400d83e458dd976a2; acquired-result-2461461ff859340b1911; acquired-result-eedf624bc1e22afaf9ee; acquired-result-188c6bb8a18c531e2abd; acquired-result-86b5b8388c7e1d2c4afb; acquired-result-8c39099297378fd33d29; acquired-result-721893726ae1601d1de9; acquired-result-43871aaa62c3717338ec; acquired-result-60050ef5098232c6fc81; acquired-result-57525f9a84943c28a189; acquired-result-b42b9dedc46e32ea2115; acquired-result-d7d72d77e4ff18707b7c; acquired-result-1614dfc6d9cc11e95b00; acquired-result-125a3be73e27ff2df998; acquired-result-8c52421f307aca436b07; acquired-result-ea787c7c3aa30deba5fe; acquired-result-4705c92f3b576190dcba; acquired-result-6326e14dcdb3d1d184b2; acquired-result-4668cc619c72c9fbf222; acquired-result-a53a6f8bc4b7b12ab589; acquired-result-dc52995de395dfedb62a; acquired-result-5aa11428dde50b39f2a6; acquired-result-d3ea1182684ba8d35ae6; acquired-result-c835dbaa3c91de1d27da; acquired-result-fc8c166de74aa932c1b9; acquired-result-b0f2afdde7d71e4f4eee; acquired-result-c13e64bc781cdd812d79; acquired-result-24c42cd3661e9c2e5f96; acquired-result-faa81aaadd436f3c9d3c; acquired-result-40ee5071c5be84d1cde2; acquired-result-72456469e33b44e9d062; acquired-result-cfa06a0aca4de78e514f; acquired-result-0a0cf94cb0bcc1499042; acquired-result-3ad432bcfcee3a7f7ec0; acquired-result-90c3a09888c9519c276f; acquired-result-0202cd3aaaa0fd5671aa; acquired-result-6dbca356d1d170268bdf; acquired-result-cb5e37d29ca270256733; acquired-result-cab7311717a5078f8ff8; acquired-result-d0fd6294d62fc9016b13; acquired-result-74c37c28e622303e8f5b; acquired-result-a549df2ca3558ff706e6; acquired-result-8249391b2c2be1da61d8; acquired-result-f0fc61ab254ca694158f; acquired-result-104647bb79220713e728; acquired-result-16cf0c8d94c8d76d9f58; acquired-result-4e1f75500a618567a226; acquired-result-a36d8aa442093d2a34e8; acquired-result-ce70e1f2330bef47ac47; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[0].score_avg; submission fslq6ov1ijfW0MlMkAii through JSON entries[79].score_avg; submission v6KFhMYYu9nNj9choway; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-9ce03def926f3121f3da; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 81–160 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-f56ba75854b1bd23cac7; acquired-result-f186e7359af1edadab07; acquired-result-e64a19cd7f15c4e39e00; acquired-result-9aaf7ab5d31ad39a0d38; acquired-result-207467135f601f54794d; acquired-result-82713dc22dd1b7f852c2; acquired-result-cbb36d42a034cd7af8f4; acquired-result-1baf00903252acb6235a; acquired-result-11988d13251276815682; acquired-result-28ff4508444516da13b7; acquired-result-55bb8c09e774af9b0a0a; acquired-result-98ac93798c14631b3502; acquired-result-cc96409e31ded039ac53; acquired-result-4cbf79edd199dc98ff34; acquired-result-17f0f43180d2f4863dca; acquired-result-d3ea92155e546caaa3fc; acquired-result-0a4d38a643ed6f01838c; acquired-result-a666f51ce2dc44bf24a7; acquired-result-cc487dcd6671411fb523; acquired-result-f215db7d8e421c42012d; acquired-result-5414ba6dd5be3fd19dfc; acquired-result-208aa05c2a45e8f7970c; acquired-result-40f2ab07b491651c78e2; acquired-result-fe563f090c1f85eecc71; acquired-result-73f8187b6879bb7f8152; acquired-result-d58bed4fba23f42497a1; acquired-result-0781cb846dc23b0b99a7; acquired-result-b4c75e88aac45c082235; acquired-result-aad12a7632ff2207ccc3; acquired-result-14d588d68a4c3b8f086a; acquired-result-8998aab532853a1c3100; acquired-result-a0abfb81d950d9ddc14d; acquired-result-6fa546974bc7ccb436d0; acquired-result-05b5c7395d34a5a6bbdd; acquired-result-eb6b0bf0f395f55504db; acquired-result-77736bb5f4b41c6d71d9; acquired-result-cb4ea2ec376eef448507; acquired-result-3d8fb71c3b1cd6f08e9c; acquired-result-8195c6dce9302dd30721; acquired-result-2ecee21fb4243f9d13c5; acquired-result-3580d90a8c4802e8664a; acquired-result-7842e788536a33bedd51; acquired-result-5861e4750654bfa8fbd2; acquired-result-ab06f3b90181c2eccbd9; acquired-result-379f7229fe3abf9b6ac3; acquired-result-24f3a7ded226c1449fa8; acquired-result-9af47a0f21c0998ead96; acquired-result-8a3509f6a4095349f796; acquired-result-c6ba6cb3d440894308f3; acquired-result-937c1740e7907adc5f52; acquired-result-1c5b303b55a1497d7e9c; acquired-result-7ebd7f0a708db5b40a1d; acquired-result-fda80f730770cea70a44; acquired-result-0b71ab64d25e41892f70; acquired-result-9eba7754f8ea43c156df; acquired-result-ee27eaa3c219db95454b; acquired-result-b2791ac9e10994b0cba1; acquired-result-a79ae87e3e3edca01e1f; acquired-result-2c4c705faec2d5bde56a; acquired-result-df75568e9fa5bff3afda; acquired-result-6227f2c1486d0207245e; acquired-result-07d766f883296c96e0cb; acquired-result-89bf57a890d1e630f9f0; acquired-result-28f051f8fb5d4f212cb3; acquired-result-6415b9f49f508d5c06ae; acquired-result-4d3eba1ca94a575bedf3; acquired-result-fc881d85aef005996966; acquired-result-71146497241c3bce42f4; acquired-result-8c26c296d476e9fa7686; acquired-result-f3eb9ecc77cd62adaf45; acquired-result-bc775a35b00be12330fe; acquired-result-6bda07535a1c4be17ef7; acquired-result-c9c0b79e10cd6f468607; acquired-result-86c88ec880c265fd8d8b; acquired-result-be3e27b8c1a2c98990bb; acquired-result-90e03bc82749ab63d301; acquired-result-5610ba82c23dcf38843e; acquired-result-b588f85ff710482da87c; acquired-result-8972dc27c4afd69870c4; acquired-result-ed1b0f4321acad5f79c9; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[80].score_avg; submission IvpNYMJ5ntMffhfSfcDJ through JSON entries[159].score_avg; submission CEphHE7V4cOVcnZJEQe0; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-9b5d6430f500270f4d67; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 161–240 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-a956ec1a321fd884ea95; acquired-result-a73c2c3563ce85159a4a; acquired-result-5fd5506fd6cc809f8db5; acquired-result-1bf5bf640d58a6286168; acquired-result-42a00036d29b99bcba9d; acquired-result-d79491449e3535967899; acquired-result-2e02b360fda5bbbaab64; acquired-result-78814ab6d6cd362614c6; acquired-result-8670eea5be9c3baa4ed9; acquired-result-575c12d0ffe4e055e4ce; acquired-result-3729dc8206e735a38d11; acquired-result-32f99c461f25f6251d14; acquired-result-baba34314580a6d73e3e; acquired-result-acc22dec4da73749bb3e; acquired-result-4e7dbc2839fdbff7680b; acquired-result-4028de3e15d5698fdd9e; acquired-result-f7d4d51067e89532f574; acquired-result-af3ea5ca2668dd48cff4; acquired-result-9084cb81b49b6e8b11e8; acquired-result-505f812f0c6b5f750bef; acquired-result-90bfd64338cca265b0ed; acquired-result-3d9a6c252d44d78da380; acquired-result-01caae652ba4307e038e; acquired-result-ec470b8fb22a00ee0761; acquired-result-2e41265c806410307b20; acquired-result-789b04c6b872529121b2; acquired-result-b9e670fe99c2ca4f9c6c; acquired-result-6da485cff3658c13e272; acquired-result-c7e2d07793ce72079d09; acquired-result-049ad86ed4f7156b9b80; acquired-result-e2ce10a06e724bdf3e9a; acquired-result-0a4534d780d21c2cefe4; acquired-result-aed3356024f0c7162433; acquired-result-dd89f970709d76a94f44; acquired-result-8bafe2fe6d5e16335fc3; acquired-result-84c35ed92e87ae3f7fbe; acquired-result-b5859ccc14bd92edb254; acquired-result-6239ee8c42944f69bbf4; acquired-result-2cc10211d181996783c4; acquired-result-804f1390e6a37aaec214; acquired-result-7591b60abd73911a59ae; acquired-result-2239b39795c3fbf3c448; acquired-result-be48ef8c919d04c56a49; acquired-result-eb3c48bba71891a765f7; acquired-result-4b6d5b3a7e0530fa7ae4; acquired-result-a16d638cf6b5011cb79e; acquired-result-46902914ea7aa3fda527; acquired-result-87e9595e18730b594a94; acquired-result-2d02a48f680557f762d1; acquired-result-9e5101a4d81f1982be3d; acquired-result-438bb23e346246bfca18; acquired-result-081cf7abc2422d505379; acquired-result-e2873d1361f649920ebd; acquired-result-310aa572d040e926401a; acquired-result-374de59052b93b545174; acquired-result-c944a28ff6f9654fd747; acquired-result-39bbf320c8401af8f1b2; acquired-result-a8b2c24456b7d47d8f41; acquired-result-dfabe7872bb58184b482; acquired-result-66d96e5f3a586edca28c; acquired-result-66f4e4a626910c35faf8; acquired-result-99c8f435f21e0040b1ec; acquired-result-257ddd7ebc9c00ee4871; acquired-result-2cb39c04ce0d9bb215de; acquired-result-d89ca8604e913ddfa982; acquired-result-5c72a51a175572897cab; acquired-result-74aaa49d35755cc02382; acquired-result-4527ec6430c9eafc7c71; acquired-result-617cc5b92f9c59f0d8e9; acquired-result-d16e53636432d53c95b6; acquired-result-88fd623fa70b629b6882; acquired-result-14e2415161b084e1069a; acquired-result-e1f5efc41935d391ee3e; acquired-result-a75ba1c6fa25e363320b; acquired-result-a85caeddfbfa08ee8d0d; acquired-result-9e0dbd1af89dcea6f30c; acquired-result-fd4850e8ff85c0b7cb54; acquired-result-20bf00257b6420b0baa8; acquired-result-39759f63bf4c9edfea09; acquired-result-5661763a37012829f3e4; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[160].score_avg; submission fJCXAigPfML8MHclDg9w through JSON entries[239].score_avg; submission UAX95YHNUl5ecVLN5Msb; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-9330f667f06f576d0197; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 241–320 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-98cac8d5f888819e66f7; acquired-result-5af228a89634f6728a87; acquired-result-aeb14df73a8bafca987c; acquired-result-03169cce24bb0e7979ea; acquired-result-43edaa67606e9aff646b; acquired-result-f1061766bd2733c4a2d2; acquired-result-dc2263594206086146ff; acquired-result-69dd80a04eeeffde97be; acquired-result-af602ff9273fc2f91e7a; acquired-result-da19d174273149f1afc9; acquired-result-94094b92ad8a572c8552; acquired-result-9f4c78c568af6cd8a665; acquired-result-9f3567a36c649d4aa14b; acquired-result-9283a52b9fbc880510aa; acquired-result-6862e96487beddc688d4; acquired-result-f8f8b40384b9e8dc52a4; acquired-result-1664e1213d52755ce2fc; acquired-result-91a404c2848f8502af66; acquired-result-b4b19495477118fc2772; acquired-result-be7988ef6398eb4950cb; acquired-result-f8d181a8390146aeca27; acquired-result-2e1ae1380aa7dd7ed5f8; acquired-result-8f32cddcd99ccf566d5d; acquired-result-ae31da0069e689a13802; acquired-result-b0841ed9dfef2756faf9; acquired-result-14db85c96518e81729c1; acquired-result-7865ff9c4def172739d0; acquired-result-8ebd01c5c6f6e6fd016c; acquired-result-bb4d3bd3b88b603278b1; acquired-result-ff1c139417383fd518e8; acquired-result-8788e110c138cc06aa3e; acquired-result-7022fbf6076f36508061; acquired-result-5bae38c76bac3ffdb9c6; acquired-result-c9f5ca55f8d5575f5d16; acquired-result-a5d90fc14b21778029ab; acquired-result-2f8598e47fff03d9a9f7; acquired-result-d6fd66eb4d9ae919b582; acquired-result-be8a3149c5dbdddde64f; acquired-result-a99037450cb7d2bd8cce; acquired-result-db3ebdbfd20d1b7b0dcc; acquired-result-78cee216a60d2a6d74e0; acquired-result-044be90cbd252c7be1de; acquired-result-760dd8e89fdfdc795f74; acquired-result-0559249e86c80955296c; acquired-result-36520ff386052474eca3; acquired-result-d770d147c00317b9609c; acquired-result-c94a3eec13990cb6401a; acquired-result-e10aad68bb66e1da4b24; acquired-result-6023e1960fe643b643fe; acquired-result-1613b74d260a70a47405; acquired-result-699d507c122da8c291b8; acquired-result-e6592df95d5bc631e808; acquired-result-f625a5bfb9d94268bd57; acquired-result-c8fc886916a6ea0f57c5; acquired-result-fae9f52cd03bc38e73e8; acquired-result-f9305db2d8808bad33e8; acquired-result-b5a6f5f3386730132559; acquired-result-f5c90ac288e50a1766b0; acquired-result-cf7124e10ce1c0aa7c83; acquired-result-abb31f3135f50f20cd96; acquired-result-15fe64a29d5829911a46; acquired-result-f54d531f09d83e86dd67; acquired-result-53e23085e556b41ae678; acquired-result-6aab315b19f902536fb8; acquired-result-fb66331e202049924504; acquired-result-8366307014f68c6063c7; acquired-result-2f8d3d90bc22c7edd4b6; acquired-result-8ba190d89779502902dc; acquired-result-660bae45a34edfd80746; acquired-result-aed0efee4fd720379476; acquired-result-853bf9ee5a46e5e0b430; acquired-result-0aa7338f68fcc2bb77b1; acquired-result-7c0d0398983931b0241f; acquired-result-cdba3185f924c2b4c0ae; acquired-result-71d8a3484e5c9d822749; acquired-result-ce8b1a90a512dda9fc58; acquired-result-ac468dd7e66077c36f6b; acquired-result-65252fbf19d2bece69cc; acquired-result-9496a0682c634f86a5a2; acquired-result-3173e510cf90276cf710; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[240].score_avg; submission kvgqk9C55hb7YBtZLaA9 through JSON entries[319].score_avg; submission w4NLG0tJSEFUbbjNsA5f; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-14573cf95c172a4528f5; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 321–400 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-12371ec5808bc09619c0; acquired-result-9657af8ee06d50e48033; acquired-result-2517aa62910d61f9ac6f; acquired-result-416a8cc1c0d98935dd12; acquired-result-2ab3598dbd86c669feff; acquired-result-3d2bef00bf4c8b2fe9ee; acquired-result-5e5daf1db41cc1b210c1; acquired-result-a4b1c57a44a5058e56a5; acquired-result-841490b01c3d28491b68; acquired-result-e70d6c08447cf1edd103; acquired-result-450995c4db99074cda3c; acquired-result-204d87cdc287fa5eb9a1; acquired-result-6512ca08575fcd7abced; acquired-result-146458cae94767f86ebf; acquired-result-2d9b6763c7c336f985b3; acquired-result-94b340a477672a36f276; acquired-result-04bca0731b4344084367; acquired-result-cccce61b1d2d72c8bce5; acquired-result-8fa6b7466544733363ea; acquired-result-4d5409dfb1c4256843ae; acquired-result-ad2580bd8e9560c07192; acquired-result-574fd2761173fcab5318; acquired-result-d6488f85fb68ce03df78; acquired-result-3136f4eb7093d9d805f9; acquired-result-551387af95dd04d798cb; acquired-result-650499ab7a8ce5606c87; acquired-result-5a6aff69bda565954003; acquired-result-201609ea64b00a4c975e; acquired-result-b551ef85c82abaced53c; acquired-result-ecccc275cf6e2a1e38f3; acquired-result-41b502341f9d695858dd; acquired-result-89d1787eb56b20e57026; acquired-result-c7cadf631a76e6d8efe3; acquired-result-70670d8a151a1629c40e; acquired-result-3307586bb1df3992b49b; acquired-result-81a6b2cdeb1cd358b874; acquired-result-df5c17c9947235c4ccb7; acquired-result-8f2bd3215ab5e4933043; acquired-result-f6b2ce7e92e8a5178f7d; acquired-result-9a12d55745199f28692c; acquired-result-f1473fea2ba1a06f80e2; acquired-result-3ca678fb75158f7f5d70; acquired-result-eec943871e82144118cb; acquired-result-132a2cdd7fd56987dec6; acquired-result-5c91bdff9103cfe06aae; acquired-result-836d981fd473ef59988b; acquired-result-9396f6f09f17b9205587; acquired-result-e939adbef3bba695d2df; acquired-result-86fbc4fdc3dc4d2d5dda; acquired-result-c783dfb4756da49e1f99; acquired-result-7600ae3744ae18c85048; acquired-result-187a1779fdddbbbc71e1; acquired-result-94c8473131376ec945ef; acquired-result-4698bd41759d864dfe5f; acquired-result-e794cbf9b1b1c1c42fa3; acquired-result-ac8645cc6c82e16e2801; acquired-result-783748509c729486d404; acquired-result-5d9ee22ba5a0a43735a3; acquired-result-8b04469100f05c0534cf; acquired-result-2690c61f219609d4ee3d; acquired-result-ef90ef1419a58fd890cd; acquired-result-6f7ca7d0354ce4a47021; acquired-result-744530e42629c49780c8; acquired-result-d9efbaeb8a6a27b9e35c; acquired-result-741a045ac93e5c730d09; acquired-result-a087afd59dd5292e5237; acquired-result-b4c8cc32dde5e190ba88; acquired-result-c16b20867296aa2af069; acquired-result-cc26c21003303dfbb3c5; acquired-result-9c300d1832c04e4a3989; acquired-result-5e4a4748938bc5181cc4; acquired-result-be545e035cd1e957eb05; acquired-result-f1fc4aeb60c22c8eb39a; acquired-result-6fc326a269e6414d86fe; acquired-result-fef42b65b5f23f63b0e4; acquired-result-6e4970ca3fb52fd2ab4a; acquired-result-e41fbfa74994b4d11deb; acquired-result-c6f828631f348298aa26; acquired-result-ec9f325e6db61c78bc85; acquired-result-c0423ea9682147def004; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[320].score_avg; submission 8OusXZxr5h66vRpyo1XU through JSON entries[399].score_avg; submission 0hoMdIqHMdbPevm1WRXM; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-5db1e69e05133dbe45c1; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 401–480 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-79199c20142e1f0d0173; acquired-result-515116ade1b23c54ea81; acquired-result-3398940012e1ab52527c; acquired-result-84bf64e99ce4b61a4228; acquired-result-f8f5b5325809f7effaa7; acquired-result-7a719cd88e695f026fa7; acquired-result-af60fdd1b3c7144f29a9; acquired-result-c43bfb9d7f4fba0ec9d4; acquired-result-a3dd29949626129d17d7; acquired-result-bd498c311af5664e3c8b; acquired-result-81016154ebb0e3a65667; acquired-result-701044e9ddc4568d3033; acquired-result-ca3df4aa8db99109a84d; acquired-result-f2ec55b18b135c1fb1f4; acquired-result-b0ad8a7071b6d407d4e6; acquired-result-547c47e798b038f608c6; acquired-result-8ac795b3c954330be8a2; acquired-result-cc103c51a1787bc575bd; acquired-result-92df10b1b49d96c737d1; acquired-result-0735f5d41e95095325f4; acquired-result-c433fdc4fd20235bf08e; acquired-result-f6e18d124051d7ae98f6; acquired-result-0646ae11dc930f93937f; acquired-result-bfea87f062362f14867d; acquired-result-5cf131a7f519058d8c0d; acquired-result-020fbf9a9fc18511482c; acquired-result-2404322976079820dadd; acquired-result-60493874b99f158d89df; acquired-result-537e5ee2236d96cd1302; acquired-result-7e5a38db1ec15e2ad183; acquired-result-dffab3d4da706f56be8c; acquired-result-d71d9d92ac7ceff8148e; acquired-result-54f051992e3da7fd4b16; acquired-result-7b69ff7b398c8bb3788e; acquired-result-0665d05c455838f9a7bc; acquired-result-063592f8c68330c651fb; acquired-result-1fa266a875b697696fb5; acquired-result-3c7c6834152b3aa3ed93; acquired-result-3ad93a2e11153b5f5149; acquired-result-80298bf81113825cceca; acquired-result-9a373be3f18a846b8e8c; acquired-result-f2a7587f9735eccd8f5b; acquired-result-6b5dfc47eca815ab393e; acquired-result-582bdc5ae210300fca12; acquired-result-3fd207adaa931a82fd0b; acquired-result-a85887e6e7877333ab4e; acquired-result-45166c3ea03d4dbf8a57; acquired-result-20f85d5c75f53f5cff80; acquired-result-5dde8bc91578e8fc20f2; acquired-result-5e0643f65ab7b7f23eb4; acquired-result-43164de15ca650467dfa; acquired-result-29db37f099ab9906e7bb; acquired-result-3984c73473567b0392c0; acquired-result-004cf1aa5f51904982b0; acquired-result-bc66a962743d9124a25c; acquired-result-9834956288d36be1ad50; acquired-result-bf920764fdf03d58c67f; acquired-result-8e2752ecd98ceca1fdea; acquired-result-f3e07c53b67fe28b2114; acquired-result-36081cf4de12c4fd2076; acquired-result-bc20903e4dd9d74a8739; acquired-result-968183cdf016709f7257; acquired-result-abccdde96dfbb332460c; acquired-result-2e59a72f4e4484aa184f; acquired-result-a6cfa7b7f978522e41e3; acquired-result-c797537ead67549f1b24; acquired-result-874aa4700688a65c32b4; acquired-result-89290186714be1f5b9bc; acquired-result-cca750b686bb67aa5117; acquired-result-d87b330e4d3eab48b9d8; acquired-result-f42f29ac1593f2a233c8; acquired-result-4cd83f6e454ff2036bce; acquired-result-3143aee9989118460143; acquired-result-b31396af3d908f93df89; acquired-result-f3027fe9eba866e7e8d4; acquired-result-2c73fa7797374ab5e942; acquired-result-6ccfd6460493095efcc6; acquired-result-b725f9e058629a5d9b13; acquired-result-66440cd6d70135274aa4; acquired-result-0c48f3112abdab794f51; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[400].score_avg; submission wtU1NGafLcVjgiSM8nSo through JSON entries[479].score_avg; submission eI5Ggd5wpoZtGUzRNcyL; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-8f5e68743f28828ae23b; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 481–560 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-4ce5e26b8b9220e4f537; acquired-result-e4297096463d2f3ae350; acquired-result-5865bad5d157ec86bd92; acquired-result-37664cf6666a8f86a809; acquired-result-661655581cbcc76310d7; acquired-result-00cc90ae578cf3ea8848; acquired-result-e655bbb473141daf6768; acquired-result-01e6b4942ed218c5652d; acquired-result-855b80f715d99b49ca3f; acquired-result-76380a5d0a2e2b15ddd1; acquired-result-0f79b3c4cc603a2aa3e0; acquired-result-a20da2697869a5e05388; acquired-result-57c1f04b841de14cbbed; acquired-result-1a641bbf98e1fe8a582b; acquired-result-8a9626cb9b64394a1bf9; acquired-result-41cc47e579e2140a1b71; acquired-result-7408ed513ed6df7b6135; acquired-result-bd311cd3792b34ce5725; acquired-result-8489797957f0582c4bb0; acquired-result-5e37c6ba720c070c26dc; acquired-result-2ce208192f04ec61c38d; acquired-result-0e31a77c1c0d529ed309; acquired-result-c738c43b6070a0c765aa; acquired-result-0837d8c028929680a839; acquired-result-cc5eae37d2a079fb7730; acquired-result-3f78398e1d7733cd30ec; acquired-result-491a7d0babfa2df477d0; acquired-result-54cedd6998800bcb2553; acquired-result-0625119b29bf45db6441; acquired-result-417c28f689211719a73f; acquired-result-b1e203e7ac1dfecba163; acquired-result-4843aef759a39d9fa2c7; acquired-result-be9d84dbb9237a94facf; acquired-result-d9287d74d5174aa75b44; acquired-result-6db1336a8ec50c92570e; acquired-result-de2eacf6df3067ea61c3; acquired-result-981e9228b98007dbb10c; acquired-result-f1fa9ad349b7c538c615; acquired-result-8492f1a0db8c712d5e16; acquired-result-96a666fc5e5d0516531b; acquired-result-08bc064c619bf32e6c8a; acquired-result-ce80ad9c36997aeae3d4; acquired-result-88b87d59a01e113a90eb; acquired-result-914ee66c645d5bfc5402; acquired-result-d69ed08241cd5a53102b; acquired-result-f66f2e41dcfad129bf05; acquired-result-b9f826facee0058a370e; acquired-result-665fc0f7eabd022a1165; acquired-result-902ba3a5848a6865dbcd; acquired-result-376c18dc6a03395d9b1d; acquired-result-2fff929238e3ee885267; acquired-result-8bdeadbe5550b413fdcf; acquired-result-7f8a886f18859ddd7da8; acquired-result-0c1f5e3c4074fb70543a; acquired-result-1664e2fc6d0ff7421694; acquired-result-ed65a14f4d26aecba61c; acquired-result-97e65b6fe4d20fbbcb42; acquired-result-e49e8a1a9379a80fbcd3; acquired-result-53ce6846c8401703b247; acquired-result-c85d2f4beaf7a8ed6407; acquired-result-01399a6481896bbbf681; acquired-result-474d1b50c094e6a8b902; acquired-result-54970c7103749823112c; acquired-result-a074fdf16b70c62995fa; acquired-result-affcdaa3ea6f81595d1b; acquired-result-be9c88b5073163577699; acquired-result-77a443745766837edc8b; acquired-result-fe558a0c6106d483f12c; acquired-result-f0c75b2ab07390b6118c; acquired-result-60b746fed9b05b4081ff; acquired-result-355a7ad7a7b75ac3da54; acquired-result-6ba86232b7a7e926f8b4; acquired-result-79db0d64bb43db1a1ee5; acquired-result-5a87343f0fc5ab8fba6d; acquired-result-3d6d194a022076c3ca18; acquired-result-210e144bc3affa152c16; acquired-result-b127d05a0e34a6ec3911; acquired-result-3546defb8aa93d314c68; acquired-result-63e6229fb786f90b81dd; acquired-result-eb6f182609079f65f6a9; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[480].score_avg; submission uFs8mt9d1LcG4f82F9s2 through JSON entries[559].score_avg; submission uF0tfKvrlibtTREXL6Kh; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-661e78a43f5b87ea01b7; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 561–640 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-767c1760756889afc413; acquired-result-4b4cacda801a60fe59cb; acquired-result-4e0c1694ffd7a54eb12e; acquired-result-f1820422a2555d55e39a; acquired-result-d8c91a96b4d2979b95a0; acquired-result-92f898a50937bd97b064; acquired-result-0ee804ba7d1917ecd435; acquired-result-4dad6e426208ec10e419; acquired-result-4d679897941907684fcd; acquired-result-12856051362e1ebc98e1; acquired-result-132364da7dda4964157e; acquired-result-310ce49f5cd9d9f0a84a; acquired-result-f9ca78a831d85f1befac; acquired-result-1cf68e94043919effbcc; acquired-result-b1103c49e7e4dd314834; acquired-result-3bc10b72f8cb8d308ac8; acquired-result-9236a1623c6dcbb93eb7; acquired-result-92b73f20debf0daea398; acquired-result-d374a9b9f7e297427414; acquired-result-e3db2027c8594e762c37; acquired-result-b262038473aa9c47809e; acquired-result-f0e80cf7f08eda5b67b4; acquired-result-a7ae7c82fb157fb5cb80; acquired-result-cf5e658a954888e49db7; acquired-result-20703b8067b0c76fc5af; acquired-result-2cf97bed3a69447a0b7f; acquired-result-e2d2ab8ee286d6c2c843; acquired-result-ebc67efa4c2e1e0a8099; acquired-result-1e992ecfdf8e0ad85055; acquired-result-289cd3be8df00db8a3b1; acquired-result-712146f688080215fbae; acquired-result-0b99a560001be11f7a3e; acquired-result-21ea1522ca5027d5c98d; acquired-result-3c31ba29ac4ccf69ad57; acquired-result-22dde68c8dd5ec150ffd; acquired-result-7d11fc74934620325558; acquired-result-c1fd44aaa3634a54999f; acquired-result-d80a390cfd2ddd4ccae2; acquired-result-e950051243158458acc7; acquired-result-943727182707982b4e33; acquired-result-4a4eda0874824d0a7d1c; acquired-result-8f0496feb49f0930828a; acquired-result-d53b6fe6bb2b2c5fe45e; acquired-result-ae9cc165590630b4606c; acquired-result-42e01199244e694a102c; acquired-result-0962604df2c2c1c981e0; acquired-result-c783d3ea3747ee33364c; acquired-result-111597a7ec0ea66c19c8; acquired-result-4ad5b1ea164e98ad86d5; acquired-result-472353d59442e0d77cfb; acquired-result-80831e82198d59c84573; acquired-result-a009dea9e8396a5261f0; acquired-result-eaf11e078435dde5fdaf; acquired-result-e7b8c5a22199ca318794; acquired-result-0eb2680db5da26d4f5cf; acquired-result-6780f641d118aab89e04; acquired-result-cb45d1256f52d0732525; acquired-result-005140539e4b6e5738c8; acquired-result-237ff0400d66101b6e5f; acquired-result-afd3a1564b56eaf8be0d; acquired-result-2cf31ee8383a3541a394; acquired-result-ea44571942d34af9fccd; acquired-result-83abc3c8a6deff896ae2; acquired-result-3afecbca0e2ecccb4e6f; acquired-result-30be1e3e2569e0fa1030; acquired-result-369dd9890ee307fb9b7c; acquired-result-6bc323fc1394aed793b1; acquired-result-48792cc31fc5f341d6bf; acquired-result-7f9c56ee7722c8a5be4a; acquired-result-7504acee8e255f916beb; acquired-result-f577c28909f6083598cb; acquired-result-5e5c6750f4255f1396c7; acquired-result-81b1237d9e0fc3c873f6; acquired-result-63fe9ffcb35103d9f33b; acquired-result-b25127cd147de17ca0b2; acquired-result-4083a485b79199c2669b; acquired-result-5f922b630c8716b821ff; acquired-result-a6f05180efc696b24395; acquired-result-d9ad69684d8a67f4fca0; acquired-result-bdb504a5ab1844b9cf1f; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[560].score_avg; submission ux3hAxfcfehUiOlAs9lb through JSON entries[639].score_avg; submission GCyn4URWRSwzaC5dxvAq; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-4ab7bcc63453d4830414; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 641–720 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-721b2b349389c410f93e; acquired-result-90130f9573f5fe290715; acquired-result-94d85d355cb85396fd47; acquired-result-4b88ae8678223c25057f; acquired-result-ddeab6f135bf62924761; acquired-result-a3c8996d8c556395f5f9; acquired-result-1d377147610af37bcdc0; acquired-result-37ccbce8d3efb6c2bc4e; acquired-result-330cb75c3c085390faa6; acquired-result-d5fa50b62b182220c1bc; acquired-result-830a23a115c64b1ca2cd; acquired-result-19c17c964522466ccaea; acquired-result-fc939a5677bc9ab0cee3; acquired-result-862e6e024bc1dc88db1b; acquired-result-13f00a61abf51467de4a; acquired-result-e9d245a4dfb784b9838a; acquired-result-3f053b5ebf98f8665090; acquired-result-d7d45911c2d7ce8ccc93; acquired-result-1999a7cc9a1c281175ac; acquired-result-b72e5fa247fb5195c6c3; acquired-result-a555c87b6c0c2bd451ba; acquired-result-fe45cfff69df364b6f5c; acquired-result-ec531bb17289cf4d1351; acquired-result-f95783dbeea94764bdc6; acquired-result-a7abb34831ae17a23289; acquired-result-a9d3ee3b3055f016c2e3; acquired-result-a8074d5a1c603297b064; acquired-result-5e79eb693711cbc831e4; acquired-result-1caf43a160f9b891ac00; acquired-result-36cf07da9308e1c8b4e0; acquired-result-fd2420e519be8ea72d9b; acquired-result-526cad99dab64740588d; acquired-result-56b465035e64272b6ba7; acquired-result-7bc743f92720db63c24a; acquired-result-edb2825d4a889090efd5; acquired-result-8553ea6c4ef98ee4249a; acquired-result-09a0a3ad7b53851ee451; acquired-result-a9d9366238bd47239c4b; acquired-result-071c5bc433dc10c28071; acquired-result-40f76da6d10379c3d385; acquired-result-ddd2b96cda5ccc34a4ca; acquired-result-cce77c939909a930c007; acquired-result-a4fb5dce46952d64957b; acquired-result-dff0ce0605e46dad1dda; acquired-result-59ff9a46de034acd2f84; acquired-result-272c97bdf8aa1a05e486; acquired-result-03572d1659984122289a; acquired-result-5efaa10993c6d3aad51d; acquired-result-f430516e87ddbab96673; acquired-result-ca427b5db035ce640426; acquired-result-0eef18f29fd85a3b0d2d; acquired-result-ec68a07901e484c7bae1; acquired-result-36d9426d1731c19eeeae; acquired-result-355f12dc6c273e79c92d; acquired-result-48fb0f6c99cbd1bf1c8e; acquired-result-107a3c858e3760ff3020; acquired-result-a9531bcaa127b0cb8f6a; acquired-result-62fa2006958e79803f16; acquired-result-7d3cde0e67b0adf16052; acquired-result-1018dd4e8a5db47148ee; acquired-result-60c21a2cccb0712f8d8e; acquired-result-42e54b49d52527a7b04f; acquired-result-6fce69d84695436a8af5; acquired-result-eb93ccf8aa1908865d1f; acquired-result-bcd45d44dce55b75a6a1; acquired-result-208c5eb33c780d95aef2; acquired-result-d3ea88b41e51335fb094; acquired-result-2c88376f15c4194da39e; acquired-result-537b169841f2addfa5b9; acquired-result-df4730041604dbdd0acc; acquired-result-3b2bf2f6b7d87af9e088; acquired-result-8ca471056804f082f398; acquired-result-efbe833996adf7dea3d9; acquired-result-4f240ef38cc3f11f4184; acquired-result-a440ba6530d9d618d209; acquired-result-e4d2de8b99b7a1288419; acquired-result-0eef7045d0066194475b; acquired-result-5a1310e55168ac7e71d9; acquired-result-c9d31783e432647d93f3; acquired-result-ce409ff6ca76d904cfe5; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[640].score_avg; submission HCSqbjAslJuhXzwM7ksC through JSON entries[719].score_avg; submission Hy0cFE0alKopiFm9n5a2; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-b503a5ece75cef9edc9e; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 721–800 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-4099bf210deb670cbbba; acquired-result-8dad7cbf436173bb9a6d; acquired-result-f071d49984f76da22c86; acquired-result-c42e7dbd16004d3941b0; acquired-result-25d6a9e7309f2808c2cf; acquired-result-eec83c7c5372d877ae69; acquired-result-60c9d28990bb0f999eed; acquired-result-31645f9f18a231c2631a; acquired-result-24541b32ad73b13df036; acquired-result-1c8815653d72127c35fc; acquired-result-d4c1d79d9cbe0ee26761; acquired-result-3af9882270aff61ab571; acquired-result-177ac34c389dec0a2a5e; acquired-result-fc83c4868b1355e717bc; acquired-result-c64d2c3e454b4cebd6fc; acquired-result-f4a45d204188a3ff097d; acquired-result-c203271e049596c15e78; acquired-result-4e7ab83bbe559cbd4db9; acquired-result-b81f3f24daa7e88dbc61; acquired-result-e5fe3313aedc52d23807; acquired-result-35f21516d4377bd49715; acquired-result-efb31210feea84d05fbb; acquired-result-9bc990cf8fde6cd513f6; acquired-result-b1111e95ecee6325739b; acquired-result-b8a238c14a4c3cc462af; acquired-result-e256ca03d971cd362a99; acquired-result-d9d4dc9ffbb150952e5e; acquired-result-0d4dab002ab1e85c8303; acquired-result-632bdde9eeb5a23aafde; acquired-result-1b75ec1ecb100c6804d8; acquired-result-ba9b57a2ee8cee428a5c; acquired-result-95d7c63276b9aa757eeb; acquired-result-37dfa544772513ef038e; acquired-result-fc0b82eab5f29f48d239; acquired-result-4530dd6fd6f955741e27; acquired-result-035620d4dbab69f96027; acquired-result-be58388250071fce2971; acquired-result-24f61b036e909438f344; acquired-result-6c1cd8025d801445db74; acquired-result-45ed67a228510f1c5935; acquired-result-6a464c1984ed2c9ca7ca; acquired-result-93530fbb54265c5c0228; acquired-result-b431330831ab9f34497e; acquired-result-649ddb165285802bb503; acquired-result-d250b91a94dfbe4f737d; acquired-result-4f2c4f76d924b89e5864; acquired-result-15574393c60909363e45; acquired-result-754c06836a51ce4ecca5; acquired-result-75467802c48a08c5f1d7; acquired-result-38cf7d10f53f1e9f877a; acquired-result-f2231d713d1253d4d06b; acquired-result-d348f971d90037274e33; acquired-result-00ed394e6cc451c4fa55; acquired-result-d13618f7a2401f35eaf5; acquired-result-66deb71a37a94c04e562; acquired-result-0acc0d59e715f4c0ec59; acquired-result-e0eec9f0ef63a3005236; acquired-result-127697256e747a8a2b78; acquired-result-1fbf67fd70fffd36b952; acquired-result-d6abdf09020e88dc11ca; acquired-result-8efc55200e0fb2653293; acquired-result-04214b8dfed431b5d0f1; acquired-result-fdc1557daf3e735f5a59; acquired-result-d3c20f8f4e8b86b443ca; acquired-result-077f6d304cdd6a1bddff; acquired-result-fd32f356593134e3c4bf; acquired-result-e3f4a781282c9fa3929d; acquired-result-5e4ec0daee86cf47dc84; acquired-result-7064ff48897a4dec7010; acquired-result-e31ec0f6fe749fc6d7c1; acquired-result-784de35abec76299e6a5; acquired-result-ad24e9b649a78691fa9b; acquired-result-8f5d996b45372c1ffb7a; acquired-result-aa9f03c5e140a199d06c; acquired-result-f68e34f66c858de1f7ec; acquired-result-18be050d8b48af539e80; acquired-result-1312a29d892ee94137da; acquired-result-78750cffe000a925bc2a; acquired-result-8e4281c7d4a43390a596; acquired-result-35329dd0f5e39a2eec9b; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[720].score_avg; submission ZmbWDdfIKdfGETLQejwb through JSON entries[799].score_avg; submission HkieegIzEQHiZtEajV3M; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-afb4c0895b7c7118a718; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 801–880 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-0deed32fe1e7de13b3a7; acquired-result-f1186b221ca3e5cdb248; acquired-result-4760b414dbd699952dc4; acquired-result-61d79cf384115a8e638b; acquired-result-3beff17e9817f2fa7259; acquired-result-7b3b38bc4790d9c214f2; acquired-result-4c29dc77fe7d786197ae; acquired-result-464e916b4b362c3f62c5; acquired-result-9ff168cd12a64d0c53d8; acquired-result-9291965571939e92823d; acquired-result-0363ca6274e4daf0659e; acquired-result-9b61816bfb7f4efa15e0; acquired-result-532d78a4459d0e2ceae7; acquired-result-f5d9afcff53e46b87ca5; acquired-result-e8b7c1d77c10cab72649; acquired-result-1a8320da52d19effaff5; acquired-result-1708a54eca1c57b8fc54; acquired-result-16d28ef234aa15acaa35; acquired-result-98c10aa576873b64ae49; acquired-result-34f17655c794512f8845; acquired-result-ada7e6cadcb650d538c6; acquired-result-13f82fce1049e38212dd; acquired-result-ac249214e2fbb229ef16; acquired-result-f07244b6f9dc8f539574; acquired-result-05d4072ff2a601a87a5f; acquired-result-8b53d9295f4183cd998c; acquired-result-a3457e5d046d5e4212fb; acquired-result-29bd435365d2bf291c09; acquired-result-fa132c1e7dbd516a62dc; acquired-result-da433d0f87d57d94f8f4; acquired-result-33530d162651b649eae0; acquired-result-dbb6e558bfa106a9af9d; acquired-result-31a96c0db750ab5ce6e9; acquired-result-c697b81fad53d100e326; acquired-result-50c5f93ff90eac85faa2; acquired-result-a79a061cfe82d3e30866; acquired-result-9d6569d62c482b914913; acquired-result-b54bf177b903108aaae8; acquired-result-bb63f1d766332225bbdb; acquired-result-51619887ba25ee0047ea; acquired-result-60757eb446adee00c591; acquired-result-bc4187c6b161e7e65948; acquired-result-bbdbdc473897b5149d7c; acquired-result-8d6ce662b4b1958c6d42; acquired-result-e47510c6459a6469a16f; acquired-result-5c2676216e18003a180f; acquired-result-3cdaea8032406050dbd2; acquired-result-c8f9737a838c103a9fdd; acquired-result-d079288ceecc843a2642; acquired-result-d7544d881c3c7206616d; acquired-result-e94235e87a450359dc87; acquired-result-c816215238b7542428a9; acquired-result-a428eb79f8be11156b19; acquired-result-657064affe94ad9f9a9c; acquired-result-6474f70c4c9ca9909cf8; acquired-result-b4f894c235ec233d55d5; acquired-result-026493d13224a273ea66; acquired-result-255ec4a91610a15f3452; acquired-result-931a64de97748fa1b43f; acquired-result-fe59257f414b0071a3a6; acquired-result-f161cc6f8cb0e80a25e9; acquired-result-8e8ac5ddf9ce9dfec05b; acquired-result-79bc2592569bb10f293f; acquired-result-4842d9f90dd74b694633; acquired-result-95092696f6c1e189e409; acquired-result-16261b9226973732dc71; acquired-result-9b652ca246a138ae0ba5; acquired-result-b3b83fec80ab1b0fdd3c; acquired-result-31a8e35b6e6406bd7647; acquired-result-9bbd547574e47c954d73; acquired-result-7e21620867a2c07f011b; acquired-result-9f21b141aa5fb3c7f358; acquired-result-3afeeb24a9568bd1b42e; acquired-result-f3f05776ec11b7925bb3; acquired-result-572a736d52c750b52ad5; acquired-result-048696c162335d8bf0ff; acquired-result-337bc975d7aaba3b4483; acquired-result-d622cad1dd0006be8366; acquired-result-c999ee674c9bc8267877; acquired-result-d21bc4de0c538ca00d1b; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[800].score_avg; submission QWeH9acgyiqwKeI8hU3V through JSON entries[879].score_avg; submission pRcvdZXtyi2V9DN4rYEa; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-1672b1edb32d7f65352b; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 881–960 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-d77de61f84811193c76a; acquired-result-ffdf3b91a05b7b595152; acquired-result-3d95e913075d05026e0f; acquired-result-fc052cda8cf5b5bfea2e; acquired-result-5e9c719196021a735fe8; acquired-result-e0ce232e74192749136c; acquired-result-c624794cc693f793f7af; acquired-result-5f47bc4b0c5c77c41edb; acquired-result-75a589878858be3e1bab; acquired-result-0ac6faac33c793c262fd; acquired-result-604638e5cb83cdf1a402; acquired-result-8fa3792c1cdf76386bb0; acquired-result-83823849cdf0eccfa79c; acquired-result-badf1aa550185e0e0a53; acquired-result-bffafec027e7b16b5f3a; acquired-result-1010490ec9607397ca18; acquired-result-ee9d563a91606a87b3cb; acquired-result-1121fc5fcda4854f31ad; acquired-result-be27f4f632a20bdda2df; acquired-result-33e99322f457bd5cee40; acquired-result-3da715cd6a8ad0da94ea; acquired-result-e3129ab48de26bd088c1; acquired-result-b8058398e9704e32d91b; acquired-result-1c14b8a76e1ef1efe32e; acquired-result-5945a64f5179b4ef526e; acquired-result-2d8bbaabed23fddf16d2; acquired-result-f57c6e8a9461281e975e; acquired-result-00bf9c0d250fc2a7c1f7; acquired-result-9140c63fb7343f6cf000; acquired-result-297587252331686b0d32; acquired-result-f7122234461595dd1968; acquired-result-d41663da1d594b145fd7; acquired-result-f454cf95d956a0bed0ac; acquired-result-0d874812701db8fa2c14; acquired-result-2d4a124c74563e82e4bc; acquired-result-6b100c9deb9ff2537fb9; acquired-result-5243995602e1f1899030; acquired-result-e847acee6b78db7d69fb; acquired-result-c3bd2691b7d67c81bb9e; acquired-result-3cf3df9b3a669652e5af; acquired-result-61b16483c1d43513d2f8; acquired-result-fcc8bbb742e39fb00597; acquired-result-83a9838c7039112dfa49; acquired-result-b0d7f9d5ed1e8b0f6a78; acquired-result-769d77c37990146d6248; acquired-result-c0da6c5a7551e4321aff; acquired-result-8c4da642b6f90cd0b01f; acquired-result-e9abacb2b4235dacf369; acquired-result-c86055396767b3c7fbd7; acquired-result-f798e8776a3b380ce091; acquired-result-8e80d215e2e89dd2a521; acquired-result-a828f28d5dbc413e6974; acquired-result-284db4903830bc2be6a0; acquired-result-c331d116c8f553196a08; acquired-result-10a612417a42763031a5; acquired-result-0b7cfe183023a87215c2; acquired-result-5477178df1230af48a3e; acquired-result-fb46dccca25e03cf115a; acquired-result-be72a1807a62d0053772; acquired-result-70295e6c9e6267d1aca2; acquired-result-5922450df0f6032f75c6; acquired-result-61cdceeae5cf078eb4b9; acquired-result-15d74d3aa02186d94b22; acquired-result-93e573cee7c280e3f305; acquired-result-548e6004845e8458b634; acquired-result-c2d67a42e75f3a297f57; acquired-result-df3370abb615348adbc0; acquired-result-b0b874c221e8a1e2a0a2; acquired-result-7ad5a081e3f73b2615de; acquired-result-d4aa4b78bb8b65a84a68; acquired-result-189f70ef96b3857dc016; acquired-result-4974cbc510d30cd5a238; acquired-result-1bcdec362fa4c06d206a; acquired-result-8abd2b934a56a4371e25; acquired-result-aae0105beb9547d4aaec; acquired-result-81d450263e6cd2c5eeb7; acquired-result-1f6750cb1803c4a0ebdd; acquired-result-4accb1580035b6bd517b; acquired-result-ae4a8c4651ef09fde88e; acquired-result-89801d8a011674ec33cb; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[880].score_avg; submission ath4Ji43uywe8hP3IhI3 through JSON entries[959].score_avg; submission oxJTS4zYECBKZ28BJ7kM; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-ff58db19092b964209c0; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 961–1040 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-f3a62f7ac8e90fa08597; acquired-result-445766691c4bc564469a; acquired-result-3c8cf9c6a58aa1eedcdf; acquired-result-ebcff2b7916ed3c692c7; acquired-result-aee7555e66f6444d99d4; acquired-result-f4c29d8cde20dad8daf4; acquired-result-2a5501b0ef0ec6dfa870; acquired-result-c9ae9269d5bd335dcf13; acquired-result-58896541e461c500dec2; acquired-result-5e552782ddbb609629a6; acquired-result-6f3c9223f58ea106379a; acquired-result-4d2376ff53cbc7ea5443; acquired-result-4379fd40c3b1935d7ea2; acquired-result-2d4fb723f9847d976174; acquired-result-8303c7b6c9d3d193bad6; acquired-result-59be7536495e42cf4118; acquired-result-fd5a3939c53f208d8f45; acquired-result-82431fa85cb6066864f7; acquired-result-2b88fda95d781219b03d; acquired-result-ee034a49c0cf43a9e20d; acquired-result-617d9594856af8a16c16; acquired-result-9aa1adb578c0ea5d1f6c; acquired-result-d9d5b1b913c668418c6b; acquired-result-4e1694d47df90113c43e; acquired-result-d242f17ed8574583fc6f; acquired-result-87d207f37b68aed7f268; acquired-result-ddf471e84800d9573c8a; acquired-result-9bb3fa596b3a01cf550f; acquired-result-1f737934db937ab5bd88; acquired-result-a88f1fc22639fa707fa1; acquired-result-94e438304bd6db7a1d9e; acquired-result-e7479260cd8df2c0527c; acquired-result-3be12cf21fc13d736380; acquired-result-1e4917bbd061181fef26; acquired-result-d64eb3754d67499890d7; acquired-result-3cfc903e7b0e56f9e644; acquired-result-fe65865d4fbd2e940659; acquired-result-54f5bb9923c9d7c86455; acquired-result-3f152012406233ba50e2; acquired-result-29eda11f312f7934f8c4; acquired-result-f7b85371b5c99172d08b; acquired-result-162b56a08b8c05ad4673; acquired-result-f5c0c022bcd495e8562f; acquired-result-5275f2a39d3bd08d260f; acquired-result-99bf7a2d69597de20e6c; acquired-result-60383bbe5f37a4da2d36; acquired-result-c492e582d2d3501d970d; acquired-result-99c3841c1f14263b147f; acquired-result-6aab4e679a704590f064; acquired-result-ed5516a4242f65757f1d; acquired-result-5afde0643761a4b8ab30; acquired-result-c0025ef8de9c687f59a8; acquired-result-5069143eb6c572236dc7; acquired-result-6fc5ce0e8ae38503f72c; acquired-result-c6eafdd7d515fd2e52f1; acquired-result-6d3c41624a5c8c782b93; acquired-result-87baca5d66f151798a3b; acquired-result-64f03bc46d1abaf71bc1; acquired-result-8c7eb2a3fb7a9067787f; acquired-result-72f521a743b91909c6af; acquired-result-dbd513ad4a2d1b698409; acquired-result-9f0fd00cb420c696a7e8; acquired-result-22e9c0ba7066c0611d34; acquired-result-0362253a0067c10500fa; acquired-result-5a81d52728c0613392a5; acquired-result-bc449a4188b1d217cdf3; acquired-result-d45dbf7e842d5c1bf9bc; acquired-result-9c6c18f18833cf40af51; acquired-result-4cb324ec8745fba1c420; acquired-result-e6f8ec6934235d7076e3; acquired-result-8619cf0e6f965546b925; acquired-result-0fb35e50ca4a6976631b; acquired-result-f9b1a7c64cc8d4dcdbce; acquired-result-7ab8b8b4be0a83df4470; acquired-result-13f41376b627c0466791; acquired-result-4222549f2f9da1b3aebd; acquired-result-1894e5e58c9fd3999a86; acquired-result-285db808355a391a5d1e; acquired-result-031bcf78bf125610e7e6; acquired-result-63756c82c3edc39210de; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[960].score_avg; submission x2xzYjxfDUwMcZOv9QQq through JSON entries[1039].score_avg; submission 3JJhKoB1miai6xml5Nfa; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-39a1a8eb7d3591f43c11; title: vcc2026-val-1 · 2026 validation contexts A, B and C: score_avg (source entries 1041–1048 of 1048); protocol id: acquired-protocol-7f9c60e5c29f16e44637; dataset id: acquired-dataset-8af49d7590649d8f6daf; metric: score_avg; unit: score; direction: higher; result ids: acquired-result-01d147c305ccde415a52; acquired-result-895ed531d3c72136b34c; acquired-result-9b463b2f62cc2f3ebb2f; acquired-result-a6bc936b93beff4146e6; acquired-result-ea9109cb2b98f1fe7fb8; acquired-result-52ae1507e0e90c1cf741; acquired-result-fb6770383ac467b77500; acquired-result-faf6142e7bde99f57cf9; source ids: acquired-source-f3795f9b2fe16e3605bb; source locator: JSON entries[1040].score_avg; submission q7JWTIs9JTeZncVMHja5 through JSON entries[1047].score_avg; submission ZgkaGzp65HkqqOxhtKoH; context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19

scope limitations

Provisional overall validation score only. Team/model labels do not establish a catalogue model identity; do not infer family aliases. Final test results unavailable at snapshot date.

• part of: Virtual Cell Challenge 2026
• benchmark: potato: S3-ratio-centered-plateau350 [submission 1W7ccve4e0Ijsi6KbgxQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yingxu Wang: phs: s50 (a1 pin-add) + hole_scale 0.15 -- single-variable test of the hole amplitude knob [submission v8PSD8DtytVOnAI0CdI4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Tucker: Replogle perturb-mean baseline [submission emu0xWJ2np0LbKYTmVkf] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Belu: b0918a [submission JfeT9nhh8L0neZBM3xTp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Anda: Anda-V31 [submission W1hIOIhf5rIbFCtahNcR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Barkat Sikder: gene-informed-string-go-v3 [submission FjKfOchl6xzxcueSLASL] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CCNC: zk8m [submission dga3i4NKIK5OYcyMeTMI] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kunaal Agarwal: baseline-control-mean [submission ZgkaGzp65HkqqOxhtKoH] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: yuepeng wang: Random null control v1 [submission xUt2WIuF3SvBcDvuTpij] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zixi Lu: model123523 [submission EzIXgVRmpKahthD6B2OG] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Dana A: calib_B0 [submission HVNr43hwlbKyfO7QiQq1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: YetAnotherVC: Plan B transfer a1.5 + STRING 0.5 [submission OGFhHQlBc3hreTO96cA3] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 石 岳峰: PRISM: Perturbation Response Inference for Single-cell Modeling (v1.20) [submission Zcdhb4FwAF3USxLAQ5xJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Rafał Możdżonek: px-42 [submission 9iTzQCXGrImEo0zF09vc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Bits and Atoms: v31-calib-mse [submission r8uSMSROdgP7x3IcSouG] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: harry: basis co-expression regression v7 (gamma 2.8, specific-scale 1) [submission GCyn4URWRSwzaC5dxvAq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: RDS-CSI: p3-3lc-hyb [submission iCwK5bCtdS1Utldix3g2] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ikun: vcc [submission djVQUMxNoRaIwcm6d4Iu] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: victor: s62 [submission gmgqDjMxDnp6cVw6qg0m] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: TSB: m1900 [submission Dl5BfDCOvkurORPikgcQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Danyu CHEN: ContextVariance_v2 [submission 0WHuzuHnaBkBhEycMFze] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: PumpkinChicken: v56 [submission TRPAexSewnkQ989ofzVC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Micheal: DeepCRISPR [submission ar8PbE4FXWeTpgeHlORo] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: random seed: M-s Uniform Delta [submission l6c3quyLyvnToASOTdWS] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ligong Cao: v4NatK5Cfg0B100-20260918-2115 [submission AjaYHlwFvwoaXURFI1ok] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: None: phascogale [submission dfEhPoTP2JhyWibRmrXo] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Rebecca: hi [submission S4FaUCD6LwI7kgqZ7QBM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Pergedan: v7b_sefill [submission 2OUPWrPAM8UWSnRIp6lK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: WeCell: SFA3_HCT116_median_A3_donor_stability_seed42_WeCell [submission OE9hNpO8rNQwYHspCma0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hugo Jal: exploratory Ridge-PC external-prior baseline; non-promoted [submission jE44ReOrzfLuqRaWvCm6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: BioFarmer: M15-3 [submission 5cdfco8ehjgoOxH8U92E] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ravit: sample pipeline test - vcc sample, seed 20260910 [submission Zk4iGcRaBpLw90ektZyR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yunke Zhang: own-or-fuse-v1 [submission 6lv1L9bfOjQopxPfX53A] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: XIAOHANGCHI: KITE-VC A100 large ensemble [submission 1DPYBtwzbmQKhSmmpIH0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: aa cc: state_hct_to_hek_step6000 [submission fQoJd6BuYt3vEEM3EUEp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 书斌 曹: 12345622 [submission IzyLNyr1dgtFodpdoM9Q] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: RAISE: kolf-native-harbor [submission 7Zk3DnRDSRmbvJ1lVmxb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: GZ YAI: (STACK+200f64e2) [submission DgzSG0XK28s1OmK5f40b] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: MS1234ms: MSO-22 [submission KfDCDhGOTxZB9Udh6Uyi] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 호빈 전: m-4c58c97231535ef355de [submission WeKoWhHv5wQkwA3iViJa] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: wkk: prediction_mean_delta 0909 [submission MwU2Fw5Iay2bZEfVkDpM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yao Li: Yao Model v5 [submission qhCmZju9KsanXykG7HpM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lc-Bio AILab: txpert_public_v3_exphormer_mg [submission 7Pr0YmoPgDIRtVB2sKa5] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: nhgbfdvdfscdxsacdf: v11 resubmit restore best as latest [submission hJ8pWpXgGSjXj41lEIPT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: NienieのPan: scBaseCount-knowledge-PDSopt-a0.05-k256-v1 [submission goEXTeOBH3CvkL0yMBQR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: IsoCell: Multisource Isometric 0911 [submission gBlFbfIIyalKBFltaMnl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: yuanshen: TxPert GNN semantics + basal residual transfer v3 [submission Q0LYjZgllWFTx2deZpAy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lao Da: state-st-small-local-v1 [submission zP2Bk9iCaZS1TMm6UqFU] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: liang zuan: HybridAStableTopCellBC-20260914-v10 [submission gaZrEjGfgsejnfyUSrE2] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: LBJ: h39 [submission rr01SCTl4DGpPREZDv4V] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: tydymy: promoter-neighbour-f015 [submission WCDbgKyl4Z0azUi8lgcK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: cell_d: tier1-resample-kd70 [submission 6xjZhKuT2sSRfbk43QJL] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Those guys: unperturbed_plus_public_delta [submission uk9vvknHE79OmljG6b7G] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hongjian Zhou: pm-r15j [submission db6wDUxWSqaOSwzvE1Tf] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Qi Liu: LQ [submission hr17hV7Z3xupiknwczVS] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: honglei li: 2tmzuen5jonh [submission qF3UdbSVUjPEmi6u3HLn] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: linkst: causalvcc-four-source-crispri [submission CBRxNZOJzwhoCKpL50d6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Arkadiusz Baraniewicz: v20-depmap-lineage [submission 20J6nDz4fPmgsTtfNZCx] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ASCENDER: NLME-A-v1-controls-fallback [submission Hy0cFE0alKopiFm9n5a2] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: OpenPert: PertMind_KOLFMag_v1 [submission jhxe4m6pIPPV7W3gmtmB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Gün Kaynar: gwps-transfer-v1 [submission 4vq05b22pP3mOYqpZtg2] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Agenux: dummy-controls-bootstrap-300counts [submission q7JWTIs9JTeZncVMHja5] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: bluefin: 0916a [submission Iztf2TUHTW6lBcZulbjY] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: T: v1 bootstrap baseline kd0.80 seed0 [submission BuwCITJW3Iq9gDTSxBaI] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Joonyoung Kwon: lookup: K562 observed, alpha 1.2, no truncation [submission mePi0lekKd9eA8iFQpev] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jia: DIRECT-SLOTS32-FULLAXIS-20260918-R1 [submission kErYMvhAjVWVvnNMVXZ0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Shaole CHANG: vcc ctrl [submission hCstQY4xLBJO08E1uCXV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Cellular Minds: pipeline test [submission t2u4VDLr6d4aiBMnRQF7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Rapunzel: A17 [submission g8BmxQ02imYAmc0WPG9w] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: TAO: v17 v2-allin-11folds [submission jQxmoTr9uCCDiuk8NMoP] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: chill: Mojito [submission CiNADBf9i1ZyABbHwSQA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Eric Walter: orion-ivw-amp1.8 [submission tGU8lPY4uuMoTeD7On9T] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jianyu Lin: C4+群体均值约束-v1-20260910 [submission Gr4QGzb7ExZt9GwNkTVP] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 侯 王: CellFlow-Norman-baseline [submission Oxr40MIuNwhMN1IJPVDy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Intercontinental: LL-20260918-altass2 [submission daUnHSRxzQvh1uQvL0od] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Santiago Nicolas Ceron Dimate: RESPONDER-HYDRA-v2 [submission rW7U3XRuugtcz1DFVXeh] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Long: K562 same-perturbation lfc transfer (unit-converted) [submission 7bzEcjmHsskmifgAhCOx] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: AdanR: PellaV4 [submission SUzzpmgaYJUBPpVdKyt1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yangyi Liu: ControlNull-fullgenes-guidebalanced-s20260905 [submission tUFNiD6E09UAndOS3SZ2] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Siyuan Xu: ram7lsce [submission 4ioKidMwet9Gacrr9xra] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: weir: vcc2026_random_smoke_baseline [submission MMfTIOT2eCFs0FgIU2XD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: YJN: gwps-npred-calibrated [submission R78El9c53FIzGSWiyW1r] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: GOGO: v11-learned-neighbours [submission 159LGUTG0Hrr0S1TCQJ5] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: WG: CB-CRISPRi-MetaKD-v1 [submission EKHJuk39RW9a7ARzzock] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: HF: HH-0091 [submission 7DRICkld0A5xqKFMkmJq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yijing Zhou: model123540 [submission UULLJcN659C9H0sBDjfo] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: HaveFun: GCF-CTX1303-T-s1 [submission chgP4VgZGhSyQAh4sI9A] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xiaokai Tang: TXK-K562Ridge-ControlTransfer-v1 [submission RYoqitTrb7NbiCE8PY8N] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: qoffee1337: arm-0917-k (re-sent: it beat the incumbent 0.0 with 0.1856134132908177) [submission FlGu3QzTExR1FaG7u1HD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: UM: model-20260914-1443 [submission 1Ffxml0njZRq3hpp5FZO] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ZhaoLab: compass_n_string_proxy_v1 [submission yloWz12zJTLgUL7bUp6z] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Saber: RAPTOR27 [submission 83feV8sO5WkHMIwoJpd9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Shutian: B1 K562 p99 transfer | 218 clean targets | source-null p99 | commit 51c6f7a [submission o8BMt635Jezevv6A3Bbv] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Peng JIA: jp-11 [submission 1zJ9puJNnrUQIYlzqRHW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: D Yang: pet_transfer_scale0.3 [submission mqz700m6DEt2eW5H64gu] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: AAA: state-perturbation [submission wGYSVVyL3ssL8dQP7auT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kyle: scGANT full-data + pert-head fine-tuned on VCC2025 H1, zero-shot v2 [submission VUkP2GSRpKKmjwhFMx3j] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: JunChen: fix_base [submission 2dO9zg2CmoBaDiI3DEly] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Houlin Yu: celltics-1 [submission F1k1NDWsYAO7euxobxmX] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Byeongsub Lee: disp 0.5: push dispersion (mse clamped so free) [submission wL3avGWhENBZMIH1dBPe] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: The O: Amalgam 20260916 [submission niCUEhCZZLrDEhX1KG7w] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: bm: PerturbDB CVAE VCC2026 NTC adapter v1 [submission cVjgXF3anIsoetcO1bvH] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: cao zhichuan: v4CalAnchor0910v3-20260919-0035 [submission n9bNtyAKBP7OLeabwmPg] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Naoto Otsuka: v49: equal-weight ensemble of two nearly independent predictors - the K562-only transfer (0.0865 alone) and the three-screen transfer (0.0786 alone), whose predicted log2 fold changes correlate at only rho 0.076. Averaging happens after prediction rather than inside the library blend, which is why it is a different operation from the multi-source entries that lost ground earlier [submission MDZhGPwc7ILcaeDrb5qe] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: UNC Molecular Modeling Lab: Level3 v1: four-context training [submission WgV2bmsCgwnfN1AKejQx] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kevin: Reuniclus_3 [submission qbtBHIm7JqvlUEkEsgiD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Rhowan: context-mean NB baseline v0 [submission 56sZaEMvgkd6GzjePWuW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kevin SUN: a19-cd4multi-w0.70 [submission V2EXMIDctSaOtuN5IrVq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ptjam: m9060 [submission x6W7ShAIaYK1yi28QpW4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kevin Wu: GXL v1: Replogle K562 gwps log1p-delta transfer (272/300) + NTC-mean fallback, top-1000 Poisson [submission c2ydJZsSKivxtGId7xoy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hua Li: scDFM same ARC+GEO CRISPRi data; raw counts (no CP10k/log1p); 5000 steps; 8-step midpoint [submission EL7xBbVSoIrARH0NCkN2] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: HANYOUNG JEONG: VC-Nova-v9 [submission ZMZxivoESeVLe8S7mNX6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: AI uses too much water: k0_response_model_comparison_v1_difformer [submission kfjMZnHS88WJtOus55uQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Terra Group: scDFM-log1p-linehold-B [submission mtDBBGmjxJFm7GQ1IfZT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Danis Lisa: n26-g7-b8 [submission qRAaXxWOdfVBORbgN269] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jiyu Yang: AmpScale-V_D-x1.5-resubmit-20260918 [submission A9vlKLmwxrnLLuv58oSJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Niu Lai: DigBick_v2f [submission g36WmyPsuWe0u1WdXFKV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Arag0n: Corti 2 [submission TPG6nM8QYvbGarOLSMpc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jessica Jiang: YL_B27 [submission VCFnHfksxkqsUhYMTERS] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: The Interventionists: lasso-comb [submission O8comN53GeL0R1Vy9Gzu] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Team Blood: Linear-context-transfer-v2 [submission yar5BJRksQioWB1nZf1L] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: jakki: expI7-stochastic-rounding [submission 6fKh5MqMRTj4SOMzU0OJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ice: v4 [submission FvchggjRJmMR1GXI3Jql] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Berk Uluçay: airea-s21-v1 [submission MUkLkMVNWhopEQFh94KU] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: he weiye: KNN5 STATE modulation v2 [submission Rsweb2g6zvezCLrnohU3] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: XS Ma: Context-adapted pseudobulk log-FC transfer with source similarity, uncertainty shrinkage, and target-control count generation [submission mulam8es8HZ70dJ7SfVy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: kamatama: test [submission FdVnkDyx2DFJTfjCcoNf] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 姜成程 姜: m9020 [submission uZQbmLwm2q7ULmL01Kjk] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: helloworld: vcc2026-int-prior-r01 [submission Mn1wSNuolCXfTZXGROin] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: she qi: abl-ac10amp075 [submission AR8GymGuJUYMGdLxHrq1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: peekpoo: V33 DLD1 development direct context-A blend075 [submission 6Ap2TjliG6ilNnfudity] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ComebacKid: PBLinearRidge-K20-d4-v1 [submission blcQ2Qt9HNK8lb4d3VFg] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Allein: v23_orion_full_g1p25 [submission pARldeWJqsUOGJSZgEOn] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Watermelon Lu: wl-gen-E20260919_005 [submission rjrsQOzpbepYH355OFeA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Formosa Bear: 2026val context baseline (calibration) [submission qaAOFXglWrRJqJeHC6jR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: rocket-team: submission-v1 [submission IWmMB4ht79GkMS8TI75F] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Paulo Henrique Andrade de Oliveira: CELLINP-Zero-V5MAX [submission JIKDEYuBn0LlZB1EFlmF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Tune: S025 [submission btAPwhN6k1BtwnvwqvL8] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: lameyi: VCC v2 for the LOLZ [submission oJrCVr3qjcjm0XailAqb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: nodal: n3 [submission kvgqk9C55hb7YBtZLaA9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Shahzeb Khan: v9 residual-amp K562GW LFC shrink=0.5 amp=1.5 (pds discrimination; not DEG-gate) [submission unSEr7hA4DBJzRDMp8v7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: BBbb: selfkd-r0.12 [submission 8pchMJyBgpcr5hsqmx2T] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Pengwei Sun: shared-ctrl-ontarget-kd-v2 [submission hrfuonkGO4RTP9VY9QO4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Basal Instinct: Instinct v1.7 [submission 9IZ3NcWHylfQZEBPiWsv] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Qigong Li: hrblab-blend-consensus-w07 [submission HCEmjmaxd5meKvzWbTPW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: binyu-salvectors: k3-31 [submission hjkpgPTclxvGizGtQ0ku] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 2333: blend-destmemb-sclong [submission YryVF8SAQUpXZnwzPNMg] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 小刀牛试: v22 [submission vxWNc35UwcobLBLL6E4f] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: SLee: AnchorDE-Core-v2 [submission 0TVokVcI3ftGFE478pOF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xxw: last dance [submission iunlda1c1q1qbtdkXEfs] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: pan: Baseline 3 real delta hybrid [submission rFBGEc1HDrdwKBo8L2Li] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Try Everything: faithful reproduction [submission 2Lb0LB8aFwCzK6vfiqsg] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: XUJING YAO: F1-frontier [submission HY6zDSNRmhnxTsBB394H] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Concept: baseline_knockdown baseline v1 [submission lGhKPT7pYVcI8Q9HhvAP] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Biomni-TusoAI: direct_w075_g06_sq04 [submission OLQXepKlSub507CSLQIT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: VRLAB: r58-BC-cd4-0.30-plus-agreement [submission B7O9wMdb8mVAj0wz0Snf] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: surajp: geneembed-ensemble [submission XkVzbblPDRSFUdnlztet] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: SSSIM: fv3 [submission nAlhuvUc4KE5LNkHZl6n] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lu Zhao: abc_context [submission x4xwpydcnXT3mdM9ZRlm] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: MAGUS.PhAI: PertLink-StatBasicKMeansHVG [submission cPvnG8zUh705SsZgfJy8] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: wang mengying: KP_baseline_repo [submission CsCls7hQISEo9qeUfpTm] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kun Lab: control-resample baseline v0 [submission lN3u3Ae2Uv2w6Risfm9b] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Silico: stat-transfer-consensus-tabicl-fill-v6 [submission u8PAnwLGe77ymWEa6NmR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: koudeaikesi: Training-only linear v3 H1-full support-expanded [submission voo7ZGpQFG5Hcn5kRdVT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: junyeong Yim: control-resample-v1 [submission EVekpxFYwxSLWKeOX5rw] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jieqi Huang: v5F6PairedDeltaSB-20260919-1802 [submission qq9FGlrVIOe5XRW5ryQH] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yang Yang: v7a_20260917 [submission 4rbSu1UUNUEC9XRGTuww] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Will Blair: exact-control-b0-v1 [submission N6t38fpeTJsdBf1JCLb3] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: TBD-1: multi-data-primeflow [submission Ukl7ii8XMBFA6KOKoRYG] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ElricBrothers: vcc2026-30-20260911T130030Z [submission K0QAiPLYteJrdgolCtuN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Qingjing-AI: Qingjing-AI v41 [submission iCQfExd3zLBNimiUAayL] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: bird: raw-control-baseline [submission PBCmgXUR7Lh4lah5PGfQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Gavin: baseline [submission 4v572Mv2F3Amx5c1Xsh9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: futago's udon: orion_feng_mean_v1 [submission bBRRHUYswyWGe9vjaLmV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ydy: S7_v1 [submission hfGkPwPkd2tjxa8bdr2k] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Test: v21 [submission dy61eal5LTXjTwZT9SkP] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: WEI YUDI: L84 diagonal context transfer (local gate not passed) [submission aPBHbdhRmY0go40ABJgS] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ax: ax-v2 [submission NmAsDFdUZZ9VsFBMqVdK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 1 Undergrad: DANI 9 MEGA [submission YSoD6TANrOXYXceb61dV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Gouthamrajan Nadarajan: baseline model [submission 8vAW7KjxI216lSq1lY0u] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Abd Ali: context-transfer-v2 [submission bWFnPJGBkBdXI0UGh20h] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Sai Rohit Chakrapani Akula: Jiva-Harness Specialists [submission tGmMhwGJtyaW9kSiIXpN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Weihua Zheng: GenePT-feature v5 (clip-delta) [submission BKbfvoGmJP1UTrXd4OWB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: NEXGEM: state-gwps-protein [submission jid7D47SrTFWVNxpi6LT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Sylvalso: Sylvalso-STATE40K [submission sWp2UbgKdbIXBVTgTTso] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xxx yan: atlas-transfer v1.1 [submission tUoIAwQURLF7HeO20cu1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lei Zheng: s18_prep_eb_low_cis [submission z1VJktNSn5EO07HXYHI5] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 黄龙: pred_g06pc [submission vS6wdKxLvlVfeSuRUSey] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 子杰 易: Sidechain SER-4afn X-Atlas alpha1.25 gamma0.75 even v1 [submission ensEh0JAzDVrsPRD13m3] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: sota hagino: vcc-r20260911-ts1 [submission S01cmRnZ8Ikd4bgiXDZH] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: onecellman3141: Cellulator T900 [submission e9ZYhQe3nY2vX0I7KRKZ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Shaoming Duan: AtlasShift-TargetGate-FengBC-v2-Resubmit [submission E3fkqIadzFPKBnXaPlDB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: RenormAI: RenormCell Diffusion Only epoch 160 [submission YoIVy7thLSchq1yq9T1D] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: World Tree: v10 [submission OF476DSxptVmw1YYi6ZU] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: The_Way: The_Way10 [submission NELlL99k9F92tyHRMKyJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Peihan Li: v38_amp: the v36 3src pipeline (K562 w2 + H1-2025 w2 + CD4 0.5, per-source common-mode removal, 1e5-count shrinkage, dual-moment integer emission, promoter caps) with amplitudes recalibrated 0.6/0.3 -> 0.75/0.4 (single knob; v36 nmae 0.883 vs band 0.83-0.87 indicated under-amplification). [submission UXkXlSWQwzWPpN6eB3GW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Potentia: PotentiaFlow-SchemeB-v2-alpha1.0 [submission AjS2STFj8jx0piGeF2LP] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: The312: cella-v0.0.1 [submission SB9DSr4PI54mE7o5Jvv9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Testh: test [submission XNmgbcESDywe6BXtMGyA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Bob: Bob-v010 [submission ISbg9LyUUGfZhNUD0KHC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: lynner: replogle_k562_gwps_linear_robust_clip_v1 [submission BxGTjOm75eKZJtAPb64n] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Alzheimer Project: v22 minimum count edit resubmission [submission Jiun3h4tKAT3oGWc6S7W] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: JINGSONG YAN: vcc-transfer-v1 [submission IqbCknPoPJONBSm9zA9u] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Shrika Eddula: Submission 3 [submission ozIXd0kDjsxb3okRiE9W] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xinwei Shi: baseline-8-confidence-weighted-shrinkage [submission P0MGXzFoal3R919gOGk1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xihun luo: BackgroundMix NB v2 [submission r8z5UVhK2xToQXfe3dlH] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Saarufer: pzlhe09180030 [submission VfxEsJOQ1N0o17XVcCA0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: MetaLearner: toy2_3.80 [submission EF7s2sjq6Aoi4vLcYrJr] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 不想在双非读医: 林克大大大魔王x1 [submission fvu808yXDZw0dydJA87G] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ackena: hek-a035 [submission nYLGf7qHBKcK6lCPNtsz] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 동우 고1: kubig-logcp-gwps [submission S7xzt1bFGgwXzmTCtBtb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: raphael.r: Random submission [submission Dl0E7qguv35o0GevrAi4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lei Huang: pred_conf [submission CicXcmFwto9PSeU4uT5m] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: DD: parallax-axis48-ramp040-s1152-f0125-seed7 [submission 8PDIXU6dihnnpFgWoJf6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: NKCK: A_ep99_anc [submission bJxf5hF6u5EdjlCIfdU6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Syracuse: 0919a-vc34 [submission rCEsxJDOgIEHdG48ii8O] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Harrison Li: Harrison_v5 [submission Id9TF7wvQMx0puaBDIvZ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ceremorphic: v4 [submission f1d649b8fvs1yJGBOzrW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: blueberry: blueberry-1 [submission nO8ioPuh1rxMZI50lFD1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xuan wang: Raw [submission KSryQjkDrCXYur9r0fLE] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Cas9cade: replogle-k562-delta-transfer [submission cXp3NQgmS5mDAN1AOD0J] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xi CHEN: state_v1 [submission jIAXTyjVtLOVwSOSibNW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: tenglong yuan: S0 control-copy repeat 2026-09-16 [submission n2EkGHhzgPAZybvAautd] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Sunberg: dpCell [submission LJUW8g9UGyV8d2LCwVsD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: shaoyu song: wiener_test [submission TAi1RqFfcUynNRybmmBu] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: undercovercompscientist: m9 [submission EEx52RKuEnW9GTAZEnzF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ITHACA ZERO: test4 [submission xHF92nlFv44BYc8Mu86b] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: dht_2026: improved [submission q9YJYESkYxIoJ5ZKzAle] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Killian Pluenet: vc-paired-compact-20260913 [submission MRyuhgAM1vpsinOwSWZl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: buzzer beater: S1-ratio-uncentered-fast001 [submission FP0IgMUhi8zYcJxwJJMX] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Dunpeng Cai: Virtual-Cell-Go hybrid-v3 [submission a1gq2QuGopAi9Odc7scK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 777: m7 [submission xTnepHMvPm0uR1p9HxKd] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Maotai Cheng: modelI_esfix_a2 [submission W1WzymGZjd9gCgUDNbbT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ye Lab: v35-fused-direction-calibrated-peak [submission faT8dSNKepmRAsFZGFPV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ritishka Gupta: sample [submission uodFpGjgwgfRGunv0NQA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jianqing Zhu: V4-GO-MLP-MSE-20260919-seed42 [submission qGQqPrIG1DQXwB1CX1Hs] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Forrest Sheldon: shifted-control (H1 global axis) [submission jRO2BVwofsznQgIy2Jw3] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Primordia: init [submission 7qykVpd8mQwItcVV3Qg4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Chen Yang: denoisedSelfMem_k500_a120_nokd [submission 8QKjhHHJp8tEy47aNirD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Sijia Cui: control-resampling-v1 [submission bUK3KrUjUUBaSpVfgsbY] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hari Prakash: MoleculeMind v184 [submission hQFbUfLegcELwSL9rpu0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kaipeng Zheng: AtlasShift [submission 318X3HvWO3TQHh2izR2B] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Subin An: BayesVC V111 [submission B19Pdg9lErhEFm0nd2kJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CellMind: baseline0916 v2 [submission xZMHYsL0AVQKHf9pAoir] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: GongfuPanda: a3_dc1_renormlib [submission 4PnR3JYssoMjxcNKaIsl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: gugugaga: SER-6aefn-repro [submission KhjpHk9gcy9AoL10k3ik] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CC-VirtualCellShift: CC-VirtualCellShift NonCC-v2-H020 [submission 7SmwpaxC1iLrdK41o7n1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Wenxuan Tong: SCP-Pro-CD4-AbsBin-DEW10-11200-query [submission QLpMHR3Zst0k7lGryiMU] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: BB: v0.1 [submission uAJNqT4UadARILmlmB5g] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 정 서진: m-187ae95b71d1fd8be4fa [submission 518tIuKdhhvvCQpdIVGP] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Angel: v68 v31 prism-gasperini [submission bbjiLhYHqcjBg42zS2ND] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Anthony Jordon: Marvosa HCL V44 Validation [submission lW8CjiDvJKOHrLgMZXgE] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: codertx: coraFusionV1 [submission K2IoouOjvP2EyNeVxg16] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Eddie Hajjar: pipeline smoke test, vcc sample random data [submission QqKdsQWu32yG7j5L6Aj8] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Giovanni Marco Dall'Olio: XFER-015 CD4 residual at uniform weight 0.60 [submission ox4vVjT1mxZbkQUHPsCl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: bhyi4: kolfsign7-champbase-alpha04 [submission JQullIAdMwucG3TzmpaI] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: abaabaabaaba: PCA Model 2026 [submission qU5WHyMJYxxjZcgXSyKh] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: bao: v1 [submission so0sNMorum9st3ljzTkU] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Cascais Cell Club: h1-global-response-baseline [submission YxzFnE8BDUIfmrP1n4uF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: hahhh: hahhh v30 [submission ytNQ1jgF7mKCeKg3DmKL] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Anna Xie (ゆい): M13 [submission chqZ0I3VJpn7xT9exAvb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Junyan Chen: FreqHarbor21 [submission nPdFuaBWvPPyjWzzvUrX] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Exaforge Labs: Cellshift [submission qb8uIYS0xk8opOCclKm4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: yushi chen: candidate_0917c [submission 2BK0SDkxJNH3QIppJig7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lingge Meng: Emitter-r020-seed17-r070-retry1 [submission hMqmfH4Umv0DDop79QzY] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: JamesLi: swift [submission XryTRmBAQAdQuvOHvUDn] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Toshi: nikujaga [submission uPfjdqhQCCmzQQ7ZikEq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Amit Shenoy: donor-mean a0.90 theta-per-gene-MoM gwps-only mshift+KOLF2.1J-orphans r15-dispersion-match [submission WtNvrAzfG95MhgYfUQoW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Meng Zhang: v4Old0910v3K5B100-20260918-2205 [submission k5yybSbta5CtePV1v0i9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: GISL: GISL v46 [submission yQFR57Snu4jhl5dFl5Kp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: newtwent: control baseline [submission dsizngk5igoacQc7nEr9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 123king: countergenome-resid-v1 [submission sy6Lq5W8qrLurlzaL3AT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zhaohui Li: tryme [submission Jvk9RN9jpVT5evpM2lGQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Svvord: v4 [submission umZvlNHpVPBDtrEusEPl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Mike Ogilvy: CellAwareGEARS-enhanced-v2-dynamic-edge [submission NjGtnxkwqqSWUa7kIG2Y] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: peng yu: rgua1seu [submission EQ84cnMe7lVdzITHG8gc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 이채린: KOLF top5 context detect25 v2 [submission 8hLqqxDllQzz13u2VkXR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: DeltaE: phase83_gene_trust_thr05 [submission lpPVL3pMRENpVdBn3rEn] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: TH: nb001_context_mean_baseline [submission 764xgM7xmyMfXkUHwehh] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hualuo Pang: zscore_6src_pds6_a10 [submission 013ZDRPd06pr5C3caL9A] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: DeSCOPE: scale [submission 1SZI9lHWQ2B2m8ZcFrde] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: petalwish: vcc2026-seed1 [submission x2xzYjxfDUwMcZOv9QQq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 2027: coexpr-v1 [submission yLoCR7FPFnjqABtyXib2] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Shenping Wang: multi-dataset conservative ensemble [submission 2bY0dvi7DKWA0yX252JK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: root: hujf7gt9uz6l [submission G9hZACOE5NdP2KD3kkz0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xiaoyan Li: baseline0: control resample (pipeline test) [submission yvjVZu63c5ely4Oda4hC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zhenhua Chen: Orion Matched NB v1 [submission NKEIPTJ5NBifE3f7qXCI] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: weiheng liu: state-gwps-v2-hybrid [submission ttadAGAYBghUMQjwPbrA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yuhao Wang: sn05_kernel0125_cf_20260919 [submission Zw7fkA2soxMxiS7AoGfN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: AJOU: 0e9d0a949229075e [submission GQPjszVD6IxtKYAPF1PU] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: null_hypothesis: e42 [submission 1fM1JZYJruVSDgMrXymB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Han Bowen: Version 33 [submission FASA1678B5W4FXcjo8Lc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: t w: baseline_v1 [submission 9eLEyudXgnrbjEBaCJeK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: cclab: Cell v4 [submission u1tdL54JnjnlS2l1OezZ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Karan Nanda: lfc-transfer-3line-cellsqrt-rw5x [submission P4tFNTGW5nlzqXtSeHqT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: team PB: baseline_v7 [submission Ao44k1aArZJUOay5McXj] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Dongmei Cui: dc-54 [submission 7tWKQBdU0Bww4CTnPXU8] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Amirhossein Valizadeh: av04 [submission mLvAj9NYTRORkR8vUV6y] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Garrett Roell: control mean-std baseline v1 [submission Zgt5JNLIL1rZaRUzLLlv] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Mehul Borad: simple-7 [submission gBgclmG8EiCfElGGZVWX] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Target Vector LTD: raw-bulk-v23-iid-kaggle-transfer-test [submission t7wfcESRLF0swJcY3ma0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: s007: trial [submission NUQcidTG4ybWb4sdY2O6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zhen Hu: my model v0 [submission 1Q9TECu7nrcGfmkXV0aG] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: DipMind: KIMCHI-7 [submission puIbGx8HOANfHsGYIRFN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jian Xiao: SPGM-amp3 [submission qCT9cJIIoWYfIJnuIFbp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zhongyun He: recentered v5 full-density [submission BQm372zkot2BhtoPZ2cg] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: M249: B2-sparse25-a0.5 [submission 7itvdtQuQyFiIuzeBoKJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: out mamba: first submission [submission jtDNJt7gVmqXPxNogoJm] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CsabaiBIo: DE_targeted_loss_v1.1 [submission 9gHkjEZm2ZjDClLTgbMa] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Robin Sayar: arch-inspect-sample (pipeline test) [submission LOyPmvvpeKbQBxV9YsWH] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Victor Efimov: pipeline check: random sample, not a model [submission YuLzi7VyGvNeeGrw1ERJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: GlancerZ: STATE-SE600M-Frozen-FourSource-v0.8 [submission x1xGBy1lQHSt8L4bfsLo] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 机器复习: fw2 source-weight fusion (magnitude-calibrated) [submission 6PWmGgAN2fv5Zt39B1o6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CNCB-Sycamore-AILab: Excalibur V3 [submission bnfrzzwBTmkQHSr8gVK4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zhayulong: val-20260824-01 [submission 2vmw8SsZvHqjNGw8s9zO] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: BabaJaguska: m1_ensemble [submission xn7og08xepUuq02wesci] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lei Zheng3: know [submission ILu6OcQtx75LSRNnJser] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Runyu Qi: G1-E1-log2-unit-corrected [submission qxpc0UkGdNQS9gea83MC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kyle Kimler: E015 E010 shared-background subtraction 50% [submission wcveHczXLNXngQXdBG4L] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Morganti Lab: SHRINKWRAP v8.2.1 [submission CRy6L2YAvGsdElrw8XJM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Giu: v8_state_residual [submission wbInUvos9b4CouUm9XAH] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: UWISC-BMI: v2.7 rb0 [submission ux3hAxfcfehUiOlAs9lb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: TJUBD: SUB-0033 [submission WpmrDk9VGqevAok09V4t] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Bob Clarkson: r57-r53-dose20-shared-20260918 [submission Kj3Xh23NP6MT7tzlvlt9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: VITAL-DGU: Set-N2V-Pilot-v1 [submission xyMVDPFiTVCFgd9x41jU] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hristo Buyukliev: PDS_hacking [submission LOJH38HpZRWk8OFAzVai] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: DMCB: basic [submission cJBRr1v3jxzpSfDZvYir] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: HK team: SER-R17-B11Recon-NBSimplex-v1 [submission BIuA2jJs1K4xuQ5c73qx] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Wu huanhuan: lalala [submission Hs8mmeIDN5Zm1WXroFms] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: BioCosmos X: TxPert MoE v4 epoch11 [submission 9P4yW8MeWjCG8sxZvNQN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Eric Wang: C2 A-only Headgate f020 r025 [submission Q1Jylk6OVPeImsgl5tlw] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Andrej Bugrim: 'shift_trans_core_gated' [submission oA7ZtSqgRk6E6PoVtj2V] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Luke Darcy: simple_syrup [submission 7Hs0TuRvOCLnidQsc88M] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Serengeti: GWPS-H1 Full Response v1 [submission FWj0fAvUQyRJl2lJoUm4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: allen oyi: K [submission oLnVSo0NsKA13lAEGmDM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: DeepImmune Therapeutics: ModelV12 [submission 6xfLfGaOuvS9C0QI4f5f] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Catalytic: Identity concentrated direct transfer amp025 20260913 [submission Nvkbx7mGCKupdT0A2kT0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Nabi: nabi_r066 [submission 6RjNzgJAwzlmhcHYvGwo] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Q Zhao: E_primary_v7 [submission fublo6ytkrVCXMr8DdRc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: XiYue Stone: my model v3 [submission yIj7Ek4B8FkfIlFVUDKk] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: manyu li: three-source-replogle-amplitude025-median01-2026-08-25 [submission gz1EycaJp3BjfWBwWkNB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: MY Institute: v5.3 sign model flip@0.9 a1300f8 [submission oankAwLQcmObU2VdRQpL] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: How Sweet: repro- v4.1 [submission MWI5asGBi47T5VmH4xIW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 韬 黄: SourceAtlas-LGBM-FixedMargins [submission j81JYjl3QTLnf71aNrB6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: little han: porter-orgmatch-v1 [submission lNCFgSC5NAvb1foZ2tkA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lixing Tan: r61-BC-cd4-0.50-plus-agreement [submission VmXE1jM4wOWPjr962oQc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jip Wulffele: baseline_v0 [submission Cpmx1lk3b9Uabvrg2lq4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Chunhao Gu: Solu-test [submission 5PTXJhTFTaK6S7dZy1nf] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Good: zero-shot-gene-embedding-residual-v1 [submission tn5HOmNYI8kXutuJylcD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Frazer: mlookup [submission sXwq6SkRif9jCTD8kcrI] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Tara Bird: v3-shrunk-a3.0-t0.5 [submission Q2p9Uz6zuaFq0qAa73eJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ian Driver: geoatlas-v8.4 [submission ctqfBeZnK1D2ah0jte53] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: qian: candidate-013 [submission tKZzwKvXocAUQFsq4qvf] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yuan Fei: Control resampling baseline [submission MR1bGPIaHZfPa098r8Jz] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Mariusz Kurman: ccpsm_v4 [submission JhLMITTNxMpqTk0Q0MwK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Dandelion: ARC_X_lam025 [submission XUhq507wlGBjMbFQJtS7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zhou Li: Quorum [submission UFz8B9gR0t73HDu2Y34y] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: zescy zhang: m9120 [submission jStPrPuXfx6pjCVmAjjb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: umbriel: v20260916-stackctx-g2-bc-v001 [submission exZ40KXicxOL2WpuMZ85] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: yiqing zhang: Replogle K562 Delta Transfer v1 [submission 9L7m6TphKo3jBNx1YZF3] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zemin Li: m5e [submission pIrGle7mKqmAJ0NkISji] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Mandolino: trial-07 sc-generator + conditioned linear model x2 [submission BV1gqrIYuy2KMVZSGmN4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Qing Xiong: null zero_effect diagnostic 2026-09-07 [submission x5ND3i4hEzU1D9s9wioC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Benjamin Parrish: expression-mlp-2026 [submission AQ5n5bw1vsYaLc2eY8mm] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: wutian: paired10-meanenv [submission WFzfrWMyhfGDi2ReLVAc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: AlphaBio: shrink a0.5 k2000 (a_eff~0.6): direction-preserving magnitude shrink of v10p to fix mse=0 [submission nOl3fd9xOOTwMFKX47X2] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ZNHM: k562-qc-shrunk-v0 [submission YyYbyefUpXhjp8xJinUV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ela K: dummy [submission NfSHLws0y9mw5JhPFjoC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Fangjia Luo: IdentityMatched-v1 [submission 79BinafCydWJbiR2MK3R] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: cindy chen: (STACK+071c46fa) [submission AzFVZmm5pRWAis74X25N] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ocb00999: ABC-CD4Consensus-ContextKernel-20260919 [submission ath4Ji43uywe8hP3IhI3] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Fernando Rodrigues: V2_todos_restore [submission oaiwevbueRab01Kx9O3f] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: nkbio: random model [submission ih8tvy807NJtCvAEmzDS] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zhu Lab: ecformer-manydatasets-fix [submission 6LExY9YrNfCpuamcbK5z] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jiale Zheng: DE Aware Alpha012 Prop [submission FoupQsl9RdrHh8HTt1gj] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Dianyu Lou: fox [submission QPXKMAG4cMoxzXq0g6Vh] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: biointerest: DSpinRegularizedGraphTransformerV1 [submission 9CHO0bx78AWLGe2SLB8P] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: black_handsome_egg: zhihuidan_hybrid_v58 [submission w6WFIXyQxngZDA7vWiDG] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: SIG26: nxkBIG [submission AVKdqN3j6Lr3v6Qd5SYs] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: barthazian: champion-moe-ensemble-v1 [submission hS48SlJy2p8w0Fqcv4hB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Giri Anand: sample [submission ByEcLD8f3WadaYG7Yk6y] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: p19: p19-m7 [submission 7SqpbVxzcRhMQFoG5YnK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Aiden: zhu_cd4_stim8_context_a_s025 [submission iUAu55FlzmY4OvJCNdT7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: zzrz: Flow Matching [submission HiAIP73UsEkRbppbjiXF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: papercrane: Paper Crane KIRI R5 Full Coverage Upside [submission nIf3M4qQFc3P7bRS6CL9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: polligator: E [submission TgqgCgLR2YUCG4BD1TmV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: TOBE: 260917_v1 [submission AHmZGKreUN7gFUELc52b] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Flechazo: Demo-010 [submission NdXlm6ipCoZfwB95xGAp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: The Cell Mates: baseline_v4 [submission g4jv1IPqX18qbhfG777m] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Cape May Collective: M2 Candidate A [submission 5CVXLqkeN43gkklLXoK0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: yufii Yu: context-resample-target0 baseline [submission uVo7zIdcwxuD3drEe2Wk] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: QCell: test [submission mZCGCeVR76rQs3kvaYHd] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: roxs: cortex2 [submission JvoAvsxZMJDJdiTavmuG] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xu jihui: aqua-e009-learned-rebase-cont-20260914 [submission ETe1H5LuQ5rKgT6xGhum] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: hr w: 关注希尔薇谢谢喵 [submission rxfVVhg9iMm8MtaSqqMT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: HK: cp-004 [submission zpv5rK8rp1VwMfXfPtkV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yuyang Wang: model123524 [submission Y4QGRB0a1lbjyx9UL5dC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: jiajun chen: neural_donor_nu [submission iOhKOVHET7cjuFMAey5o] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Semantic‑Topological Attractor: STA-TWCE-v5-Waddington [submission wBX3FtNPuF3PXjWV7nFQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: yi han: B14-Dual-Cambrian-PPI-NB [submission TErgEkjd2fw3j2O8aDbj] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: easonwu: hope02 [submission BmOsr6O1aVf5jha6xPGh] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jong Hang Siong: NTC + on-target CRISPRi + coexpression [submission cdscBm5sLZ27dYroTDCx] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: YANG Emily: CDX015 fixed A gene totals BC exact [submission dvtqIa3JcTjnvyJWCWVJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: SynAT.Viz: delta model v1 [submission YSUv6nUIRXUgZtyaA0KC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: webioinfo: Luv_1.1 [submission ilrSc1pf2qOAMUPeTdON] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: tomo: test6 [submission fBa67W1uR5CxGQaRMl0g] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Illumina AI: PerturbationAI [submission fslq6ov1ijfW0MlMkAii] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 行野: 波克布林0913c [submission 3g78H8Vp86xt39ZPkFIr] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Schrodinger: v5 [submission 9Ft8OmD4zlg1qzqJ8i9b] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yushan Peng: r85e02e6 [submission IYyvR3Y1GBiTrS2L0eMP] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Avantika Utam: D25-PooledAttention-v1 [submission dRFKILNt3p8WQMtDa5dw] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Pi chu: lingshu-vcc2026-scheme2-weighted-rd-ep20 [submission ngVvDclYEKA7alGnUTIB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: OPUS-Cell: v0831_cpm_continuous5 [submission P5IMMJxwzZf2SLQWKBOM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Eclab: eclab-v9 [submission uuoj5pWVQnGZGRUrUkSD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: elixir: naive_log2fc_shuffled [submission UZoYEsL2DF2VtIsZ7OQc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Guole Liu: 0909b_10th [submission pRcvdZXtyi2V9DN4rYEa] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: pasteur: A-rpe1-dense-v1 [submission HS9CcDwAa30EOZSF8tka] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: MJ: S09-cross-context-gene-transformer-v1 [submission RM8AAAhpkCJCHzEBAB2a] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: KQV: v1b_hsrc_f3calrr [submission gcNMx1BsSAM9fIBw2kto] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Chuanhao Guo: ColdC001-2.1 [submission tRv9m5B5kfoPXIW8QJPa] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: QuKunLab: V1 [submission yTOG0GHUn1WqxWep7kKB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: REN DA: ibis [submission CxvPXPHnAuXyb7u2UJkV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: FYM: DualSource-Linear-v1 [submission jXELzX1u6qEU6oQr77UN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: jinhua Bian: PertGA-Replogle-Hybrid-v1 [submission MLL9jkVZovSdKfWiwrYq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ivan Vasenov: animalcule-1.1.0 [submission 54fcyJDyYWBIJTVjifWm] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ZhilongLi: lzl~ [submission 4plOCNgkRpFFrrq9KoCY] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Andrew Liu: AL-7987 [submission RHTQMpRFsxXTD208xBL7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: YaoyaoZhang_Lab: B1 context-only: same 400 representative control cells per target, stratified by library size [submission 7BHvjRBFMD1dEkN9HKgr] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: wangzhonghan wang: BaseControl context mean baseline (top-300 sparse) [submission CRXrNBBAS0SqHQUlch5N] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Pratham Mashruwala: v1 [submission rIchQPevv75gthWAcrpc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 花火（emotionor）: S2 R16-R21 predecoder hybrid [submission mjDGUlRLJlx5HUJxgAyh] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Sidechain: Sidechain SER-7abefn [submission aqijjlyiewVouYIsz3AW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Qihao Duan: JanusPerturb [submission yizyETro2M2VEhL4gVRy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: San: 009 [submission KM9p45BMXxnPScj5txnd] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: cl9: state [submission D4RIt9EdMDwDFHMQwL8y] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Swamy Vijayan: Zafrens V71-01 [submission OXFjA3GrQcQEk6pKQqXX] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Unperturbed_STATEs_of_Mind: stackpert-compliant-x4 [submission K1dKezr7NhIVdtXnbKt1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Nora_xy: Control Sampling v001 [submission 9PcQaBXluzuUmNl1URXp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 0xOsprey: transfer-knn-k1 [submission NHJdFUTjiUzK8ffmQFgL] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yingqi Zhang: stack-model-v1 [submission upCAVShk583CzbS7m5uT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Matt Toribio: O1 [submission PGldF7BniBj3vdnkRNmq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Gladstone Bioinfo Core: mean-response baseline [submission ylXFanYqAk2HApKmMqiq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 404NotFound: panel-gwps-memory-v1 [submission Ug0g8bUkPDqQjKztoyzZ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Super Linear: ti-0831 [submission kV8GYJuAwoI6Sqv0lLKp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: PP: MLHarness-n0011-trainval300 [submission SPpRa9lomAeeCuQ0fnKF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Aaron H: global-mean-effect [submission DWEB4FyVrq7t7NLJh6ko] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kexin Li: trinity(attn+cd4t+sw60) a0.8 [submission 6leKPFdJN8NywjwfcBJ8] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: BwB: zeroprobe_31fallback [submission uaOHd5XW7oenDgvYAwYL] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Aaron Kanzer: scigantic-target-only-v1 [submission 0UZa8Vd2Hdc67QJAsNNG] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Mohammad Usman: usm-v8 [submission WFQfmf6ponEwvoXS6jhV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: chisheng Lee: v65 seed888 sw8 [submission 3lQ5tDAHkjqlQKMIhUnW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jason: Support-Calibrated Consensus v1 [submission lxBrPgvVVCZ1q1Rs0FfB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: VCC - SVDS: v8 [submission v7yKgENfTydHJm1iyWmn] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: s1: s12 [submission tiRzXmJ0XeeVnhCyyGNp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: athenen: l025-v1 [submission qp52lBuyHgvU9p9t3tci] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ZZJ: r22e11gt [submission HVlV0wSAjCiNV8cliCbs] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: V2: ARC2026 production model checkpoint 15650 [submission n8TzWtlYIQYTZsfyVLWF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ming-Chang Chiu: exp005-pool2-amplitude075 [submission 26YI3jJ2tUN8jdSeVDKZ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: InnoB: Snipe [submission CminnZRmHKYZS5vQ854R] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: The RL team: baseline [submission Hcp6VJt9dSkNrukBSqKy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: PROSPECTor: PROSPECTor Polaris v1 causal programs hybrid [submission agdpueE0CIHLIwW1rmH7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 변희근 Byun: m-c7220d0045a44ad6f165 [submission Xb5EJIeWsSGZcChzAv03] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: jjjing1998: Blend1.21I_LargerDirection50 S50 signed-DE gate [submission w4NLG0tJSEFUbbjNsA5f] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: You: anchor01-mu-poisson [submission 6x7pO3P65yOdLKmzi8Sp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Richard Wu: eager-otter [submission Ebsyr3dh3iFxqiMOhXU7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: AIVC42: HepG2EnsembleTransfer-v5 [submission WVmS522gRsISR3tApp6g] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zhan Zhang: ROP1 [submission J1KBixn349pcEyTG3tJF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Madman: V9a-filler-amp072 [submission UFFYn0SfqNlHaQwUFIS6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: don't know,don't care: aqua-e006-cosine-20260914 [submission tv3iHJTNGYqI1KF1pq0N] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: lulu: v3-esm-mlp-delta1.5 [submission 4rKWfj4Gq4XzfOdHnT3c] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Masagon: entry-20260913-114629 [submission IgI7tJdhZ5AdiaY7REX9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Gia Khang Tạ: v2 initial submission: prior-dominant MoE release with breadth calibration and a live-scored level-3 tuned E2m emitter [submission KWjZr5XxaVD3iLn5duDz] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 。。。: v18 Orion HCT116 delta transfer with multinomial counts; fallback submission [submission YeSIg3hVnO9Otwqi7Y6F] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hou Zeyu: stse16x16_step15000_ratio [submission 6UWMgjIdHyr8I7fgQg2L] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: yimiao feng: r3 [submission y1S6qKRZVPZWLgVzFqhW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Aqua: aqua-alpha2 [submission 7dQg1qhgItb352P0MZH8] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: GHS Team: vcc2026_v2_dampened [submission Z7TN9IttnhRX7djRw04K] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Qian Jiang: abl-amp075 [submission lwUQUZuDmdYjpx1KXiC5] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: megaBlack: cater_base [submission v7eHAMo8fooNQyg1lSa7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ayush Mittal: noumenal-b1-direct-knockdown [submission lV2cjOjQQmIpg4NVj8AH] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ideoscopic: spectral [submission wJQ9xLOUshxcCJEyrytr] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yongyan Wang: control-paste [submission BTnVuRZFERnH9RuKbqDY] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: dog egg: B1 K562 delta alpha 0.5 [submission zUCqYBkabHXx2CkyKDqk] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Dowler Huxley: joe [submission tiRcskie3i0yLoauQNvI] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Haojun Yu: MODEL [submission h4X0f4E01WIf0BimLm6s] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: shawn: CellOrch AtlasShift K3 cs075 amp105 [submission HcLyrGWGcbdOI9A6Aeba] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ggband: r52-r32-strength-550-20260918 [submission KHyqlfm6K9ENdwLw7Cbp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: AI4S: MORPH v3 model + best kNN config (threshold 0.3/0.2, no direction voting) [submission NqTpLBDs4KUsYZ8kGyFN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zhuocheng Hu: PRISM GNN Baseline [submission Q4EKwYOIZiZfPGlmu3ex] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Huai-Yu Liou: model v1.2 [submission DCd0nADIRZzS0HzvuaDc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Silver Labs: vCell [submission NtRaNqTXH8PpxfyVu2Hn] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Petit Fan: SixAligned_SrcTransfer_v1 [submission nuSiFIlJJHfgdqFlwDhr] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: kangrui du: MODEL [submission 93xzHcSKGh96HOy5jmBy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Life Code: PetaCell-v4.12 [submission mV7CoOIIqqTlVfJsHL2E] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: virtual credit card: gene-ivw-fixed55-s15-v117 [submission D9Qr5ZXFmevE7DLBum96] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ravenclaw: VCC2026-v35 [submission STcYg3bFzmfA5nGvOemo] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: scTRION: 260916_pseudobulk_compass_hybrid [submission 9Qx0mc7So5hQjzrWKnrf] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Renye Zhang: STATE ST-HVG Orion [submission imOBx0pZYRJFfuAUQHmS] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Bill M: Confident transfer with saturating deterministic emission [submission fUXl3jXGL1TsQUABdsnz] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Slurm Shadi: Cellulation [submission arJ3HAQvDGC9CFnLkJqz] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Haibaio Yao: atlas-transfer-log2fc09-bulk035-v1 [submission 1fmwxTqJICAPWlOUFjyW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Chan Jiajun: run-039 [submission AL68qzAlC2UIL1ninVMQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 机器比我会学习: Version-08 [submission pKQx1kpbQ080nTYTGtZF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: TR[AI]L: submission12 [submission rMhefC4Cv3HhWkx6tbcD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yu Han: R1_M4_unseen_M2_seen_v1 [submission rZSdUs24CpuEm7VUfO3d] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Dalang Yu: Atlas Transfer K3 cs0.75 CPM1.05 [submission zPXmTWVhLJxwVxrfzsiL] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Taixing Qiu: sample [submission 7HsFDP3Z4gp89YykLK7r] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: sddp: entry-d66ce97b [submission A5HURVlWnXHXSy7aSuGv] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: PertTest: MV1.3 [submission kVbRtcgVoOZL8lSv1HTB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: KunHao Liang: model123532 [submission o8h41ClccK4IvF1OBYDk] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Cameron S: morphoperturb-D288-rowp99 [submission gDd2h9WQcCefPM5ykCt8] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: raft.bio: distinctive-programs2-permweight [submission 80XSonRLJJVfOZShUG8U] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: BusyBeaver: quiet transfer: overlap damp 0.5 + attn x0.25 fallback (magnitude-shrunk after fid -0.47 at x1.5) [submission VLdVyWJSWKEAqBW3lf3p] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Sutra Loop: S7: KD=0.15 (locked) + noise_scale=0.7 [submission HCSqbjAslJuhXzwM7ksC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Huihui Shi: LUCA-CELL [submission n0CPgUyF8t9ZMTDT3qiE] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Spongebob: STACK Frozen Paired V1.1 [submission fWXjGHWrvcwN0hAXXX2I] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Maksim Bobrin: STATE protein transfer v1 [submission 8VtfKKCtALf6cDkh4fqB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Evotec SE: evoloom [submission RqZpCuchnXq1fcpMNC5S] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: chen li: state_test [submission 1zkZZegzO98wrUvyJkj3] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Fei: log1pcpm_top10L3_clean_6src [submission brWNnmgA5L17lKlHo1kN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: QVCC26: v8_additive_s2.5 [submission 9hGGTIzxnVoPnP5AKiqp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Layne Wong: gram-whiten a0.25 + gamma 1.5 [submission NQx0XVeIB0ByuM4MlT8q] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Aubree: V23 [submission i7CF8tHfpNFbVBvScynS] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 123: MODEL [submission KH5pJ002m4teiUSDXwUl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: cctv: sample36 [submission uF0tfKvrlibtTREXL6Kh] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: yyyyy: gy41o [submission tDBqwtxLsvI3N8aXJd6m] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: SG: gz-15 [submission dB55jYYTObdICrv1uvx6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: lin lin: G2.1 exploratory template tilt [submission wibhI1NEJjPMl7v7ewKh] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zachary Ruhe: test model 3 [submission JPrOEplU22BQLE0U9aFY] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hajimi: submission_0918_1 [submission 0mYMknmsSzR3jmYqRICt] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Rohit Kumar: Ironhide [submission tXrIbohXHahmw3PyryLt] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zhongcheng Fang: CoRePert-5source-seed42 [submission VdsyFisDpemfuUsiJexG] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 42: inf_8 [submission VNypmELc8Vjiu5lCwin1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: GUOQIUTONG Guo: K562ContextAdaptiveStat v4 mix320_80 multisource soft [submission OAVgIWdVNZUXqX0hdelC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: silicell: MeanCentered StateTF-GRN v4 [submission 3xcyiivnyL6iFM0x1UIK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Nichlu: cmLearnTiled: learned transfer + tiled emission (stack both wins) [submission KcWcttN4VQ3mjZVDmIb6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: SI: v4 [submission 7gqkZ1HRINpn3FPUNIK4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lu Zheng: model123553 [submission 3BqMwwbjnu8mlIiYIsf6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: LibraryPrep+FACS: Pooled k=4, magnitude x2.0, per-cell response heterogeneity cv=0.5 [submission b53O1zKysvvnt6fwoZL9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: PRIME: sample [submission lqjuYrumdDBSgRnmTqpn] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Stuart: Neris-f251b1c8444b [submission FPkN08O3gTJKpgPVsI0s] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CXK678: Test_1 [submission JmTStlDf3mKrGLzBqcwx] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hao Tian: delta_only [submission uKIeWC57Jolpj2CHyi9W] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Josex2: target-ratio-transfer [submission YXXi3bIhsqnINz0mKimG] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: pop: thicket [submission WCZSlnndOSPK6ID4cK6j] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Nikolas Kalavros: Orion-K562 v6 [submission v5NXAcuFWd89llFmcmZu] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Rafael: H040 multi-atlas moment-emitter RMS0.15 ABC [submission 45U6vVIlecQtjKXKWS34] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: βίος: aqua-e006-source-rank-20260914 [submission uhhjcdP00SmlrR9icxo1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: deren xu: top800_energy_matched_calibrated_v1 [submission oR0cd5J9XynpScvo9wn6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Mengli Zhang: vcc-mz-16 [submission hX7fP0ig0JA6qssNIdqd] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xitai Liu: v5F3FullMask50K5-20260919-1423 [submission bu49XuOArHSf6H9BPSCl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ld: cuecell-6 [submission xfMcozUURNSHAUoZ3eKc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Agon: xa3-abst-gamma1.0 [submission kvpn73WxvW57CYcQyzRW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: yu zihan: YZ-Response-Latent-Cove [submission rd4lgr22kabgKPds8lPu] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Anusree Jayakrishnan: TH2C-SourceResidual-v0.3 [submission 8fG9uFwjoT0X3nru7MEi] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: No.89757: candidate_0917b [submission ExOc9mnOWYCclhjywVEE] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yusuke: model-015 [submission muFWem1hiUu16Y1eISlA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Cyan Ding: xline evidence gate z0=5 p=4 (K562+HCT116+HEK293T), anchored sampler [submission gkxThPb2u6opHMJfVOqc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xiaodui: V15-ExprTail-k7000-t050-g275-20260914 [submission UqvOtaVmQfXDwr64AWyT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Mariusz Walkiewicz: Mackenzie Collie [submission QptQx4j7qXI2vZUhWJ23] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: biophysiq: K562-HEK empirical allocation v1 [submission LcsAG8JCQU8oDb9R5GPX] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Leo: (STACK+ccfa1ee7) [submission eTUlW3tmkJJzVdl57xNP] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: deFunc: deFunc v3 [submission UJBjxvwCNxtrGTu2OmkJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Qi Chen: abl-amp10 [submission qHujNFa9mAv4jGcgerAN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: VarnaOps: scfm-nb-v1 [submission eZBtnrrqiUChvWZPZZTc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 武加宁 武: m9110 [submission edcitFIzcqTmp1m146qc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yifan SONG: E_primary_v12 [submission fiLQBFPixQUjBgLr9Wvn] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Le Li: v5F2NativeK5FT-20260919-0535 [submission rKgclGQnyOCs4f42yukW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: César Payán: H1-Replogle Multinomial 0.50 [submission ih7EfwRUe2CK9Wgheqrb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Haowei Xu: replogle-full-axis-geometry [submission cdmZwzrNNywMTeKJm0on] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Littletree: control expression baseline [submission oSFiMPMAygIgFJ6VPktP] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Cute Bo: KillCell v0.2 [submission bJbdQo4EsUAmk1OPcD5c] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zhiyuan Gong: abl-pc200k-r2 [submission CEphHE7V4cOVcnZJEQe0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Dr.Copper: DrCopper-V2 [submission wKhrn5gUg9Pd1DTuL2Dy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Danilo Lapegna - DL Solutions: DLHAL Probe K562 Even A0.75 20260825 [submission rCFVDvOaLDGUkmX8PnNe] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Raagavalli Karumanchi: Replogle CRISPRi Transfer v1 [submission xYCuQO3hJQt9fLwoY41U] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ChaoticNeutral: state34k-esmc600m-frozen-wide-head2000-s64-v1 [submission mUr95lxP9ZGghjoRAt0K] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Daniel Murray: SourceEvidence-Prior-04 [submission TTW72jvhc54qtFwRQFyN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yuanhao Li: v20260918-effect-hardthreshold-0.02-abc-v001 [submission wq4VLVMNynhJrUWXqKIK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Michael Timbs: 2026-09-17-known-target-reading [submission RrM2vbed3H7LOGCv2p6A] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CCCC: test-c9-cr3 [submission AFiCYuXue75nTQ7HncE4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: newlife: NewLife-41 [submission KVQ48pSOhAo41FHHNsv8] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: SpotCell: LUCA-V17 [submission hydRM8tW7aMEPD8pBPuC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: mingzhou jiang: sein v0.2-counts [submission 6za9KnOWbbfCMCj07MaY] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: kaiyuan Guo: KV_D58 [submission e3nBVcZVDcp2PphF8WTs] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ahmet Dedeler: the fax machine joined a book club [submission XheAZVzpkYmU3zQzrWlv] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Radosław Czajkowski: S6 corr-weighted blend amp3.2 + target KD [submission AhPe2YZrYrJfMHMxl17Z] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: HY H: hh-v18 [submission GfKlvwz5WTEMYlK7cmBB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 下xue天: all7_trig_f1_20260915 [submission rMJ3gfpfBkeqt24Pd9iL] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Latent is all you need: prediction_v3 [submission UyjENFnLfpDTH1AwXPlG] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: kai zhang2: 26-kz-15 [submission YybADYB3qWaCN9hLZsuK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Heisenberg: v54 [submission CNLhDrJD1csDHrzo5rlu] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: VCForge: new_line_1 [submission o4J3KC051yctekEyoOZr] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jinming Li: B0 guide-balanced NTC resample 2026-09-05 [submission wwMWaEmL2eTqycqEZDzi] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 郭润楠 郭: m9050 [submission ZEGKEruCZnlxKkZnssqn] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Plan A: v6.0.0-blend-kolf-scale135 [submission vEnkP1NQOLjCahfxCPIj] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Sentinal4D: trained cross-context model: learn [submission r9nTGuYTAkWWOLes4ws5] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: maixi li: v11 [submission ka5Z7qDM7hSlccLPc950] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: huanglinn: submit [submission FG1LKsbzNx9lC1seEz6N] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: XRW: run-0919-b [submission Or26DcCxQroOQnNymoF3] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Wuhan Zhang: AnonymousJointResponse-KOLF-HGB13-v81 [submission B8uhv6ao4sgjVeqgB1Mc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jingwen: pipeline-baseline-v0-top512-pseudobulk [submission Qo7pT5ItgP6lLCMwWQwR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Botai FZ: botai [submission d6xS0ZvBXGBoZNK7zSmc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 猪猪侠: try [submission zkZYR9NlI5JZwz4qgzuO] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: abobo: V15 [submission N8871kkEJpVUaGiuMkrl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Simon Yu: CF-ML-transfer-s1-rerun [submission 8NM7MaQGtNp5E2Ho5xPv] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Fuh: m3_e13_psgrn_hybrid [submission cV12bh4oQMQ6ch3tnyli] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xD: b15 [submission gx5ZU71U5p5mhPvEs7Ar] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: junyan Bu: STATE ST paired-delta 8000 calibrated v1 [submission gYEStm0zBNYwi9cfCu5R] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xuan xiao: STATE frozen fallback baseline 20260918 [submission L11HGfhfp2YsWaMSMxKo] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Donghwa Kim: pipette_v4_consensus_signed [submission DGSEh9hTRGbtvgbMAlLA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Weijing Zhao: model-20260915-0715 [submission uGyaUob8HTi909CAR7ih] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xie changjun: m9000 [submission mxLBG7T3ERhalQbBswSC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Labacc: bioM-S18-EQFAM-F15-K3 [submission fJCXAigPfML8MHclDg9w] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: DDDC: B0 Context-Control Resampling [submission HWLsGSmXaSF4GkQOtBG1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xiaoyan chen: TT Bio [submission 0uFU0ccqEDw6SMvIzAjF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ElNino: mix_big13_L2s_a05 [submission MWQDzGH6SsFNVxvWmOXs] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Albina Nikiforova: vcc-effect-no-change-20260828 [submission YvH3Y5zUh6ZC0Zqg5yMo] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ants cell: b16 hybrid v2 a015 b020 [submission yMeAJ76C7JhVF3SsPyba] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: lixiaoxi: fenghouqimenv1 [submission 6jQXMOSsFk1MtHFJXE2B] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: JHL: 0001 [submission NgppoNtPYOx5E8KP631l] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lu Li: E011_P1v2_A_ZhuRest_raw_a1 [submission jSBY9JAN9sjcwOf7H0Sx] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Mona Liangyi: vcc26-s1-uncertainty-20260918T072102Z [submission 0hoMdIqHMdbPevm1WRXM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Shihao Xu: Blend1.21J_LargerJoint50 S50 signed-DE gate [submission 8OusXZxr5h66vRpyo1XU] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: chvipdata: candidate_227 [submission ADMLpXLTErmYrhWqeLtm] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Emmett Bicker: wiener-global-v6 [submission JcaV2gFWAllLgaZSOyRY] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Advaita Labs: E_primary_v4_cd4 [submission puFqG6j9MoWVEbtPT1La] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: shuheng zhao: dlretrieval_A_consensus [submission 3nBBSDkE0zAYznqfxqRm] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: chenlab-aivc: mafuse-cd4-s035 [submission x1GOXS6xQYwS4AqDfBFP] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: TvT: Control Mean Baseline 2026-08-24 [submission D4qNgeT7p554os7xChmK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: WCG: r56-BC-cd4-0.30 [submission 83Yc1MQDAWAKRKRVCMF6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hanyang Du: CellFlow-full300-20k [submission OwsxEz36ytpKlHRoa9eu] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yulan Fei: aqua-e009-cosine-rebase-cont-20260914 [submission i9nvF5JlQzElVKqpVhX7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: chenkbio: test-ens0 [submission 6lcfwCu2wLZq5Y2UmEn0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: nailong king: nailong [submission 1kavtqSHt3yvUQP6tnNb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: AHA: state-b5k-observed-control-prior-v2 [submission GaDBXThQDnNhstumRhRn] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: bbdino _cell: fv3-direct-round-0918 [submission ks0BCHh78hOONEbhetsE] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: AGI: Public H1 50-50 Blend Reproduction [submission seAN8YvBV7G5yQ1a8Mwc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Arinze: cello-v4-simplecounts [submission ZOcXiyb6FuoXPqKX8rXB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: aaaaaaa: S001_knn_v0 [submission nBpKReE2Zxa60e5Tmig7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Doufen: blend-destmemb-sclong [submission 5ZA7eYliXuqKxooKB5y7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Wang Yuhang: Xiexiu-v2-KOLF-20260915 [submission Tm8JlyulyIYnYebJZ9sq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CCSC: basis-v14 [submission DZwiGi8wQKGJ01LtdNWO] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: EYoung: PCA Model Alpha025 [submission 6hJj6BJlkrwZJjDYASdh] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: YR Liu: S6 (current best): GWPS K562 genome-wide source, 272/300 panel coverage + Jurkat for the 28 uncovered [submission ZPLnSzpxlAKvTirYP8tV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: shihuan Luo: causalvcc-hct116-auxiliary [submission ZeeuGYOoDhdpcGbt3MIp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: LME: Model-v11.1-ArcState-AdaptiveGating [submission M9DkSYMrvCMqlp2lbfRX] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CellWM: CellWM-46 [submission VNWMOULGmPeDSpcDKM4q] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Deep: m16 [submission Hnn4xt4RSFMFRLscxlNj] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Dumpy: Dumpy_Model1_StableBlend_TargetGate [submission OAIUDVFH9JlNkUMSDGRz] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Thomas Hu: string_knn9 [submission Qc9VbuQbONZK9CubwKd3] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Sepehr Sohrabpour: sx17 [submission A6S0bqS9noLrNqq3br8D] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Max: GWPS frozen residual half0.5 seed0 [submission j84GCDjaOKiI4bLRtSlV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: hopeyourich: hope03 [submission wtU1NGafLcVjgiSM8nSo] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: K: VCC26-Retrieval-v1 [submission 77XaRwQS50UKptL9kvU6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: mfa: control-resample-20260916 [submission BFHUzkR0GoWY7wBFOOgP] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: vinraja: run-008 [submission 1Q9Of7tVNget8r3crncD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: LAP: Mixed Model [submission V13DSpEVmlRffebnNFpT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ox coming: transpert unshrunk pw0.5 m0.0898 [submission asT16iuxJgjNkMiaeXU8] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Wayne Wang: B0-control-identity-v1 [submission 4NOjkU3u4DOWKwgDhLqw] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Anton Thieme: entry-09 [submission rgr528rGgibLzOy6QUo1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Gennaro Devincenzis: stage1-meanshift-baseline [submission LEiiRJAfS5b3eWlUOMvM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yiquan Wang: wyqmath [submission a4h4Ai881bJiLPSt9Qn4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Chong: 04 phi lora diverse controls [submission eFv1XdCYXIrISuW17z2s] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Krzysztof Krakowiak: ASHRINK-G080 [submission QzVr20JqZ4AQ0z3nP3sT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xinyu Liu: GO Top-1 KNN DeltaX (pairwise match 0.18) [submission r2k64GHJgKYHBfwCIYo5] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CW100: RF2 [submission qPOgzTszNhNcAo7ih8cd] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kuangqin Chen: pipeline-test [submission iqY5UcnJkeCZBtG3JnXX] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hiroyuki Odake: slate-meadow [submission eDCyX0cm32TswcK0fLwl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Sabik (Eta Ophiuchi): MHVCC_26_0918_24 [submission KqQVmLFSxW5g6zuTyq9X] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Qingyang Ren: v8 hybrid: v7 base + confident-core k562 injection [submission fOxcqKCjWtZazgwzz9By] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 林克da魔王: 西诺克斯0914e [submission cvQxAQTzGKs2JzEZVnyI] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: hlu: s10 [submission CM39BIm5lbFKpc4JAn8I] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Watermelon: kolf-source-test [submission EMdhx57xEoGsOy4WvyrO] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hope: v5.0.0-m8-retrieval-s105-5seed [submission 6erUVaF7TPeSTQYZopJU] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: wenyi zhao: esm2-ensemble3-v3 [submission 5vhFlQaRSP2SoKQpylwd] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: The Jungtion: base_protein_sim_v1 [submission HkieegIzEQHiZtEajV3M] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: huhuhu: (STACK+56b37fcf) [submission bKq6MO52YbmMjJe45Q3q] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Vivian Xu: run_2026_10 [submission xSPuTDgYQI7A705jZoCh] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: （番茄学术高武，你管这叫天坑专业）: CPCF-S16-TransferGate [submission ZJ4RUXb1L6w9flNz47EW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: M5Lab: knn-transfer-v1 [submission Ba03sDojel5iG2i7ZN9J] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: fangyi chen chen: abl-cs15 [submission jMmNArH8jiZx0dsRiO4q] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jc: alpha25_seed4_balancedmean_lowm075_B32_riskpool1024_v1 [submission Qyz9GKFrRCettu4mqAWa] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: WingFoiler: random baseline v2 [submission xSb8YLmkHrCIi4CU72Uj] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yuzhu Shi: Bamboo [submission Lptu3jVl7p6Eim0xg2N9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ren Jiangling: v66 v31 sampling-seed9999 [submission CkMzt7VBkOdvUVEpZEKH] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Shengzhi Chen: test [submission 3JJhKoB1miai6xml5Nfa] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: YAWENG FENG: dlm15_s025 [submission RpqkiES2B59o4ytb3BcM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: YuFei ZHAN: STATE stochastic 20k best [submission 1W4RSxiOjVJFf5TrMCxI] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yixuan Hu: M0 control-only bootstrap baseline (no delta) [submission 2G1OOIhflBtqvYEcNENA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CarlosVM: cvm-v14 [submission zKh04tHJisBW2PCyXg0R] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Luận Lương Văn: random-sample-test [submission kEgY29EROgqLpSYvotgk] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kosh: DonorTransport-q025-v2 [submission PTqm3nO3775kG5Fw9gp4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: HBBWS: ridge-uniform-v1 [submission I5dshW53LoFTjgTliH4g] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: haojie Wang: 0910v3-alpha05 [submission sJltAVursWwqybJSlYKj] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: zhiqing qin: sample36 [submission uRTPPEmiqYcQJL6zGM3W] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Astra Fable: vcczero-R3-round1 [submission jYnkfNBsdHb12iydGEtE] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: hya: sample36 [submission W3pwQtg9mGyjmovVhP5x] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hopkin Jiang: sample36 [submission QrgYSZNKuoTRE1WTsfOm] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: isee: Baseline13 [submission eULQD58wjgNNf4HDgGxK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Visming Tech: VT-M18 [submission gYx0oeGfY4mwQNCEaElc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Chandana Prakashmurthy: X-Atlas HCT116: A=gwps+xatlas(28), B/C=xatlas [submission 7feVwiRIz1W35zjNPHjZ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: jaewon yi: lfc-transfer-exact-gwps3-tau05-str025-sc1 [submission aCDqjap6D4fikIMnKcvl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lingkuan Meng: gram-whiten a0.25 + gamma 1.4 [submission WYjtOKA7FNN6ph4FMZhX] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Steele: selector_moe_top1_g075_selfm11p75_fullnnz [submission t6TuKdqbE69B41U19nSD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: yl: V2 MultiContext Pseudobulk LowRank [submission q1KC5hNLT7ntZxMPk8rv] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: vgrozd: Baseline knockdown benchmark 1 [submission o6VzzJ8y8T6xMGCbTfGS] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Robert Crawford: pcp-modeled-response-20260914 [submission uuzFhjeCBkFMjwGoe7Cy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 王爱媛: XX2 [submission dCwf1c99o9WYO2wujqHQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Tesorai: h_panel_sparse [submission ocTngDOUNDxr7n7eJRRR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 王子木: G1192 identity-preserving repair [submission QLcgvhDPU8at3lZgCNPf] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 灿欣 卢: m9070 [submission FdHpyPCrvoPSTxsXH05m] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Starks of Winterfell: The north remembers [submission djirGh3SKN4DT2XyHD8f] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Srikanth Chandar: altest [submission 7DRhwtHFFCxDS4IiYrVq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: XiangChun Wang: TxPert-xcell-GAT-public-checkpoint-v1 [submission Qg5Wju7HSbKkoAKOKWTW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Amy: phase2 v9: scale=2.5, soft-width=2.0, pooled K562+H1, NB emission [submission xkJSPCrdDoHGTSNCTlib] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: vcc: atlas_transfer_7src [submission PVIJkoM21qF1YO5aMJCT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 小桥细胞养殖基地: STATE VCC300 shared-batch effect best step48194 [submission PFU7VZnT7cPdtUtKTyRA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yusif Mukhtarov: Fusion v6 whitened + calibrated emission [submission pXs95SfP6glQWPL0BoIP] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: PerturbCell造物者小队: m8020 [submission ZmbWDdfIKdfGETLQejwb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Apex Cytosquad: S-v3-arch1 [submission zsSLc5u7L9erVqQ6aNUk] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kavya Manjula Gurubasavaiah: K562 transfer, scale 3 [submission bahVWBBkB4qEe496QN6y] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Tianyu Zhang: c2x_replogle_gwps_transfer_v1 [submission 0ZKopyV9poXToUsftHEF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Heesun Choi: Run-026 [submission m9HtrJJUcJHzHjLMJKKm] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: jinge wu: aspen_45 [submission zQrVDt8gtKBHtH1naeUO] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ShiLab: GEARS K562 context v2 [submission fcfKvWpKGLMK0z9S4fca] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: MA Zonghao: Mars_AI_CityU [submission gP1ixjHI9cpo7iFFJAkc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Shehab Anwer: v4-clip2-restore [submission cM757XEzeyOW8h7BIZ4B] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jonny: pu0x37 [submission vhJ0XVLE3WAcpxsl70cX] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yixuan Weng: Context uncertainty SER-RE 20260908 [submission 01CtUEjmLym8XWrEnCeT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: SQ W: sq-0919a [submission SK9gfiBRgTSo1RcXSy9Y] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: OrgLab: scPLAD-DRDD completion a0.5 top3000 [submission i7SOBcJkCL8huFWOqZ4f] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: gogogo go: pc1_b020_a125 [submission Rfpn8SpxkbfkYKhPB7Hr] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kinney John: model123531 [submission IvpNYMJ5ntMffhfSfcDJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Mykola Kolesnykov: TAYA-10 [submission CvgUwzAhrP2qSiGjz9P9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Minyeong Lee: BP-ratio-full001 [submission r8BAxJR8tmIccFrZDWnt] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: jiyang: J-18 [submission Iwv8rt4zM5TCCrkGhd8r] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Apex: STAT-DECODE-replica-K562only-6K-disp10-amp05 [submission RWsXALqqKv9ajrOSWwqE] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: kingcrocodil: variantG [submission bQrYxYm561TCTN7jbIC8] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: just_student_number_99: mean-delta a1.0 + knockdown [submission PQ4YZDiiwdt8zaQ8bxAD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: TheRealCompBioTeam: Plan C v1: K562-gwps cross-line CRISPRi signature transfer, delta-scale 0.7, no DE gating [submission QWeH9acgyiqwKeI8hU3V] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: XiaoEn Yang: v67 seed888 ps1.4 [submission HDR4pQxSacvlyBlYGMmb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zheng Gao1022: V83 top75 a035 on V67 (R323) [submission TxKerxL3JByooSAgFqsy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Uiyun Kim: p-dart [submission uXMo0GAVbvEt23vNQwVN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: rogi: test3 [submission ZB2emDhpnTo6pBFdR2zp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xinyu Guo: xg-05-eb1 [submission CzvrGMLdtB0UtbjviN7m] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Null-to-Cell: m0918a [submission u2MMaChop9DM3fjqkS7z] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 细胞解码: control+coex0.4+targetKD(full) [submission 5bTb7nnS4brhmLmkWVfl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: BrianGriffin: r23bebe6 [submission NeUC33CCOjexABQWAAJM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: simple_is_beautiful: 0918_v2 [submission pWSHYq7mvr7lti7AC42L] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zizhang Li: baseline-v2 [submission 4L4PhmPAGbr8uahG4KPj] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Changmin Bae: m-69fa8ae85638f6f7004c [submission CFxsiEsEelnfzgDc3RYz] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: JianChi Mei: run-38 [submission uFs8mt9d1LcG4f82F9s2] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 永樟 谈: m8110 [submission CiJHyWnVw3hONalgXUpk] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 为中国科技崛起而比赛: Lingshu-context-bridge-139 [submission g5HfiUv9JIpLdObVT21R] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Bonjour: baseline81 Jurkat-A literature responseadd on baseline47 [submission FaDuJxvTFq1XngAgEfwJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Mintao Xu: v5_stage2_top12k_amp088 [submission q637X0wY6u32xMPadf16] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: flyingfog won: FF-20260919-2 [submission mKE8KoY29Utq3HefReFq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Vu Mai: atlas-v1-repark-20260917 [submission ccv91Yj9SE0cX1mirPu9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: X-team: VC_model_v5 [submission ZTKw7vSHZO2FdRvlYsb0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: DIAG: test [submission DH0pFjCjaShgUl4HgRRB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ding Yang Wang: withtheflow [submission BTrlUctJxTOhrboF54MH] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Uma Sthanu: additive-k562-lfc0.4 [submission CCdJ0Nbv6rowezMPHjtn] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: S.E: run-38 [submission KLISjQFvHjs3j4pvnqQi] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: biggest cohort: baseline-test-v1 [submission IEXLyPvwjpxiY2lNpnJS] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Bear State: TxPert-Exphormer-MG-4Fold-Ensemble-Calibrated [submission y6wASilSgTT32qkAm315] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: bangtoe: bangtoe-v25 [submission nIl53HsrTcDWzseF0ipd] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: As their bodies, sensually yearned to be united, he kissed her, and she yielded for a few moments: Rickover v13 [submission 4Ehk3TN4FuXp3unuoDRd] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Let's Try Hard: iTryHard Mk 5 [submission wvGEkX2Kvvs4nPvIBxsG] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: LTD: Onyx [submission gPGl1sl9zFsJW0w8PD8y] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jiawen Liu: M500-newrefs-CD4-K562-HCT116-HEK293T [submission t4VaUs6rPMvIa1NqbzNJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: sunny: codex-012-kolf-pooled-k562fold [submission DrYoLE6ZMTrZTCHnGVbk] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: HideOnBush: alptest [submission vKnd4kl82RPv0Sy6MnJj] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Apex_07: replogle_mse_focused_a02 [submission lotZLpELs5YITTUaAct1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Amin Nami: co-expression sign prior, K=500 alpha=0.3 [submission DuXcxcdxS5PB9mGFfdTh] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 123qwe: 20260917_175033 [submission zCGMQtDZzHwNCpL5kW1A] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Meilin Yen: scuffed baseline [submission pDqjGfyku9Bb2TxkxjwM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: em2.bio: ATHENA_2.8 [submission CIQhDIShWHXIvRPH1GSu] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Weilue Luo: K562 Orion Precision Ridge - Stratified NB v1 [submission WTNnIOv462FjBOWBQCNs] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: hammertime: M-0007 [submission XSFWjtWpnBrqucPkwojH] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: YEAHSCIENCE: context-similarity-rounded-v1 [submission AcVIah8HYKzTpCTD6VOW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Chaehyun Kim: Stack alpha 0.02 baseline [submission ODHTRlSdK13Qacgws4Ny] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: zijian Yuan: state-sm500-mapped-baseline [submission lrvFQfguSFbiuWL52WK7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: SPL: test [submission j5hYgPlZCk3DdfJSlUaX] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CYH: Cyan [submission qyY62kiXQoQk12ECdoAp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Eash: Eash-R30 [submission FVqePz8Lww6EGcHRVRBp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jiabao Zhu: r6x9p3n5 [submission KT1inGxolzRpy4o9ChAg] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Gru: Larry-v023 [submission Gfj4Qb7CSIxdtXSWw1Gr] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: YUNCHEOL SHIN: Trident 0.5 [submission S1H1uur8HQkDuVUPAc4M] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: QRD: NTC-bootstrap [submission DKxSfaEIsSKBnDfTlvQp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Shuo Chen: geogron-AI-V15 [submission Jy3q4WMa6rMUY6j2AwKF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jimmy An: r62635ad [submission PPxfIvMZkeu4XqCHec8H] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: gaoyigao: XAtlas-Orion-M12B1 [submission H1Rm261J9ZeavxQS1yuD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Albert Williams: pacmon_sharpen_l50 [submission 4AOdaaKHWu9AqSOzCwSn] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kareem Fareed: pipeline-test-sample [submission M4Kow9wLvXO6MSG0GPbc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: mbs: quartz-exact-reproduction-v1 [submission y6buLiDBRrbWb295x5JI] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Christine Corbett Moran: coexpr_v1 [submission 9Cms2XXWZVDShLzSgsVa] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Linchao He: Seen-context frozen target transfer A v1 [submission s17mcIA4GP2ma7NOSalB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Sen: SN_U38 [submission C6PBBcp5mVszJgqVIhkm] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: QOBRA: QOBRA-VC [submission aKwC3DwHZOIT2HMlReA8] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Schrödinger:Los Gatos Hermanos: Peridot-249 [submission iUJntDyH8VVqM9jjgLRU] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Parsa Khairollahi: pipeline test - random sample [submission v6h5YGJYUWloNeDlpNQi] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: MetaMotif: MetaMotif-M029-STATEv3-Final-Direct [submission oNXMwpwAshxYKNkRLtPa] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: BT: PCA512-CT-STRING-SIGNOR-NeuralGen-260911 [submission u7CaGLQW6oZEGq3RkFnS] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: haoxuan Li: yhao_v3 [submission F5jaKIvwPOKoU4h1VCGC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 望有幸: PRISM v2.1 scale 0.70 [submission ArhOz4rCd5iM3rezI9HF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Bofan Qian: baseline77 gene-correlation residual emitter on baseline47 [submission sFNCp189IRkhbCrOimsK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: prasad: B1 rank-8 K562 PCA [submission joiWe2dlnSRnDMDviGdS] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Y150Y133: random test 7 [submission jPmU6v2twZZs1dsXqyZV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: sixuan Chen: m9090 [submission vycWpgWv1ME8ONSmDcDL] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: wu yl: h35 [submission 7i56MW4007Hwl5mW624z] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jurassic Park: jp-69-allrows [submission wYDDnWXbWTKx6bGjrb1A] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Apex Intelligence: state_se600m_sparse [submission Nj0XuUIdRFPoxWe5qSpc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: svm: MilkDragon V4 [submission VURZnHerRuzWOBk2jXxN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Chaak Ching Tsoi: VAE2 5-cell-line CVAE gauss/mse beta1e-3 [submission aDSWEp1xWFVP5tcvKkbA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Evidoa.com: astra-e1s25-cd4A-srr-wrep3-20260916 [submission Kvt8ogeIRnE0tIbAWsbN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: WEILU LI: v6_transfer_test [submission Nky2GvVQPN0VpYklVCVa] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: zeng shirong: lingshu-vcc2026-cell-embed-deloss-epoch10 [submission O2K2YhYiOhoZcnLFuM4c] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: drizzle: Novaa-12 [submission Spnf2IC7hlB35hbfcOkQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: cqawesome: m0922b_valpins_m03 [submission E2fqRNEv3JZyi7qX4ozM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: FlowState: baseline [submission xTxK1yUxzhFbHkxaLual] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Udi Ngethe: kytos-k015-lowrank-r256 [submission eKgWcwzfjkJAyT8vEE5i] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jessy Liu: AtlasShift rel100 cd4 0.5 BC 2:2:1 cpm1.2 [submission v6KFhMYYu9nNj9choway] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jialiang Xu: sample [submission J3okvI1OOdnU58wOcD3s] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: MikeL: prediction_boost_merge_r04 hard-merge remain0.04 champ median on-target -3.604 [submission zmkQCJKNnMij5iip6hKM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Adrià Masnou Calpe: vcc-023 [submission ZNra9KkRlkLcIbIJofSK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: RandomA: per-context weights T=0.02 [submission jhHPrj8f6EpB1RlAA7Hb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: HEHE: Replogle ESM2 Top-k Retrieval [submission xWcl1hQts0S22TmPpYHK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ava Brown: cellpred-0.9.7 [submission i2IrQSByF3HJhN9n8Nlh] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xinyuan Liu: vcworld_select [submission kxTRCDWLhBnBFCPTuL1W] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jeevesh Krishna Arigala: Ripple-Immigration-1 [submission 9hmZEKVDXHEUaxyuCh7I] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yuxuan Wang: model123526 [submission MzijQJlKFNdgCPDiXgmu] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Charley: c-v34 [submission JZsf8eXN9GRXHQIsLwK1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: White: White_v6_LocalAugmentedBlend [submission EsCExkSTi9ueO7RLidwY] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Shaoqing Duan: model123533 [submission V7rGTyPlbAbebImmZjQr] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: T-Yang: dl_v2_real13 [submission vXns8ZoqkVuf6Gbj0FS9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: John Carlson: stacked-hybrid-mlp-tree-champd [submission dozV69DR2kurXUMegqzM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jing: rb4m1 [submission VVuWNkTukSeLlFgkyLsd] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Bingzhe Jiang: p1mag [submission dnAQszyMMrzwLFxEMi8s] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Salvatore Loguercio: manysource_mag_armb15 [submission k8hdJFLHHAi5YtI0cea0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Avigyan Sinha: ministate_v3 all-pairs ckpt, pooled src, normmatch emit, ctx UNK (no de-anon prior) [submission bgAmeFwrNUfpYmO8RHgR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: DanielChow: Adaptive-Shrinkage-Lookup [submission cli7Mel6pgYvw0wmzDUb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Rockhopper: mdl8 [submission bdFAYAg3KrGeovBSdqDb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: hw x: E1_full_axis_diagnostic_v1 [submission dlyOR4rBihTHMwCqgscQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Prot4D: C: A recipe (hct-cap15, a0.5 b1.5) + POOL2 cross-line transfer w1.0 — one factor vs entry A [submission 5h25ac6S7PFGG5BCQtaN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: jiaxin hu: linear-state-depth-abundance-v1 [submission Gn1SRfWjfqvBKk6WT0Wj] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: dashuai: d-0917b [submission 5y6h8P7keo9ums88o1sN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CI LUN WANG: Causal-prior gated residual v5 [submission TIurxtHmUZ3GL1O0C7aL] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: bowen: V30 [submission TmBJUj4tfq73Y2mAbKj6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Cell Rules: 260911_v1 [submission av8RyI6moN3PmOKDp91R] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: yj zhao: StateFlow V4 joint 20260918 [submission 0mQDMxWESRfguUIHDZsT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Luotian Luo: cell-mean baseline (control mean per context) [submission npNR0n11ZRwQUrMWuvi2] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lan Shui: esm2-lowrank-r16-controlpoisson-v1 [submission 7jLs37MwSfUkywemE1ul] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xiaodong Yang: W2 Joint Residual Only [submission ccDTTf1vq5RZ6MuBLH8V] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Chenghan Jiang: CJ-fd model v1.a [submission gP26TDfwzhW5tu4rq1Sc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Dan Wang: 1000T_Pretrained_RL_Loop [submission 4ku5WYxANavoJQ3lO4kJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: yunie: Model v4 [submission 1Y4rD0TXIFyOu1wbPe5o] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: test.: my model [submission 5kHeuHfBne1tym8lXWzl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xintian Mao: MODEL [submission 4n1WfCZPwIl5l5uKEPqF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CellDelta-XC: CellDelta-XC [submission D9MXOOwXz9Y7JeYEbCI7] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: aivc-test: CAST v2 sparse gated atlas [submission 4YgrE4hGn7mMTC28Dq4E] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ZM: Regularized effect transfer v1 [submission v3kBW41ScYfX2kZ4KHkj] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Biory: v59b-5s [submission 8GA7rZ27Ob8Bo6zBMNGp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: SEELEΔ/00: STATE-ContextCal-Wide0075-0910-r2 [submission YBezod0tVVrdufwXmZd0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: mito XU: v5_context_aware_best [submission RPSnIoWkdDohuFDEql37] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ethan Liu: context-h1-gated-v72 [submission xP0fHhTgoSjaHXoaC3vB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xiao Sun: abl-w1113-r2 [submission fXP1IemUrg1o3NbCOwF3] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Reilly Lab: vcc-91068e6b [submission 22weXrKizG93xBqb1HzU] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: To infinity and beyond: context-routed-v1 [submission dt3ZoUPMAilkNYFZSYOR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: HuYefan: metric-hacker-v80-power2-pds [submission UoMY1kXIx3NJjFXMOmgW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Wei-Li-Lab: full_mc_v3 (STATE, 10-dataset broad-diversity retrain) -- pure baseline, no transfer/gain/calib blending [submission clSbAomfXIQkWVB7H73m] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: dh: aqua-e009-learned-rebase-round-20260914 [submission 4PodieGr8rcqaU9Latu1] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 思凯 黄: prism-v3f-fixedlib: 3-source transfer (K562/RPE1/HepG2) + NB counts - frozen best config, resubmit for final-round baseline [submission MnO3IDqAlf5DSMetLMoF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: DangerouslyFree: daily_20260913_official_2 [submission Cy4kvppSOgN7uAm7vX97] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CSBL2: v53 [submission jnYYfbr9suOJBOHw5HdC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zhang NUUU: abl-w1224 [submission eZyXPujEuvjDDfH63DhW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Sam Duan: sd-er3 [submission LOYLzPuJs8PcShQ8bPsg] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Prash Singh: pipeline-smoke-test [submission CDnRSUL8h7VM5J4hQKoo] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Y-Lab: context_response_r0_family_equal_v1 [submission rJEIkZGNesCE6RoS3SnJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: NTI-InCo: kestrel-1 [submission uzRuOpvceoaWJFWC6rmA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Logan: ln-23 [submission NCU16gJWejcQt54zduWa] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: renhua: Caliburnus V1 [submission IBbMuwZElvnfke61e4cA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Happy: occam combo dcos0.1+dpri16 s42 essh1 ep7 cal+cdel+a0.1 nb50k exactcolsum [submission GYJu5EOwKjHMDV39W1DF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: luka: cosine-only-original-k562-h1-a055-v1 [submission vc0tfljv3Jtv6FGCBSx4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 邱晨: scBIG VCC2026 H1+Jiang HVG5807 K64 M16 [submission R9QjwX7fRXd7QE70yaTf] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Res: SparseTransplant_K1000_20260916 [submission bFK6yJMSAvV53jDNasaN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: AIplz: M6.1.1 [submission rlU43jzay66Ns2qgPP6V] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: PRIB AI: Empirical Context Model v1 [submission 2xq4lmeHd1FikNQsg3v6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Huang Chen: m9040 [submission aqBMs2HKXjcyVS4ldGxx] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Patheia: Cell Papa [submission wCqEXUjZj1IH9XUWgzaV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: NotToday: v3b-whatever [submission S4Fuy2gcSsr8pPPXV42P] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: HAJIMI123: v20260918-effect-hardthreshold-0.005-abc-v001 [submission eyFOzB040zcLxOHVz5wR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lumos: gwps majority k20 [submission nZI4St5NsK7z5uucsfF6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: enough1: enough1-v28-orion-bc [submission ftQiY83yMa2Zm29LYiOM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yongfeng Zhao: gwps_raw_v1 [submission z2aJqeHif7hM4SNmfOqE] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ura-silly Goose: s10-colexact [submission 1Xb0t66UjpYk0KNzyi8M] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Cloudberry: v007b: v005d recipe (2x GBM no-HEK293T, top-3000, floor 0.25) with exact-pseudobulk matched emission [submission uU7xKVGMsk7y9WcQcVVB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: zi Yan: m9100 [submission UBfPGTOi65tcTJT6WSd4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Equilateral Labs: mlp-measured-x2 [submission WVr8Bh8FWB59QC2tZLmz] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: TigaCell: Complete-DERefine v1 A1: frozen 0.1557 backbone + family rank-consensus direction (non-learning) + signed 2x2 integer swaps [submission owdfa5GU3fAKfAm3g3Px] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: tktkymym: e34-state [submission hbCaKmH9vN7nw2BLCrJq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ym liang: YM_T86 [submission no1DtVUPFoIxbzWG3MMy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ruiqi Lyu: xline_v1_v6 [submission E9mG0tozN4m47Uihujit] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Genisight: wkd-rank s6 [submission huJkoWj873QNfjwfAd5C] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Mark Hammond: mech-v1 [submission ZVoZH2KyvENxIFtQdkiD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: PenguinCell: alpha25_lowm075_B32_seed4_riskpool2048_loss1024_null_v1 [submission xMFClEwvpOheCLCPrjxF] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: AI PING QI: gwps_spec_a1_v1 [submission MKLLD8vo9vPrZNWyxdjs] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: scVCxb: scVCxb-GWPS-XAtlas-Tian-support5000-exact-preserve-20260830 [submission rYOWEPREhK3P9ovCTXxT] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: I'm top1: baseline72 source-trained DE membership rank on baseline47 [submission wKptOXtdOXaAC2yO43yU] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: V5: fus30c07 [submission rLvZexcqdSM8cxxwxJAq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: NSK: learned_monotone_rule_scale030_cpm5_retry [submission Qh20lzSwFV4pWgQK10WR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Bio_NUDT: m2200hold [submission 3zcmziYgiyuXpp3pcliS] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Genshin NB: r6-alpha22-single-factor-probe [submission xr7NXBcC1DxnQRUlXf9B] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Garrrbage: --- [submission FLR83aZdJ5A3RGaEKnBX] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yifang Zhang: M2 static B4 transfer (C.2 MAIN, expected_int) [submission WOWLFHbs5qs4ShUdZZT0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: SpaceTrek: Paired-response-analog-v1 [submission LQXzJBHdu05ABYIiMCep] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Genomic Intelligence: Biomni v1 GENA-LM [submission E69JdmF9vgqt6LP4ptd0] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: KUBIG: Orion HCT116 only, gemma3 2.26B, 48k steps, H1 val [submission prkpI0muVnLY925ELocQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Bingyi Zhao: Context-conditioned validation model v2 [submission w5bdag5VTN2vdNUEcCeN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jianhua Wang: protein-coexpression-confidence-responder-v4 [submission jtxVXhB0caENPva952tL] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: phillipnicol: Model 1.0 [submission P0RuesS9KXSsjc7FaSt4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: l---y: PB50k-EqualMean-IPF-0918 [submission KoZr7wr1ECeGtbWMGbrx] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Alpha: statistical model: co-expression network + CRISPRi propagation [submission VkzdzYsPPsGXt6RljS33] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: San Mu: 30 [submission JK11KkOdivqcL1bvwWVK] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Hiraku: demo0 [submission 6vrF1eeQoiRlVJcofPJw] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 雨瑄 孙: m9080 [submission 199TqqZNe9bUMySJlmWl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: GREAT: Delta-Half-Probe [submission dJC34RI34ccPpjIkTTgg] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 11111: baseline-se-g4000-wide-v1 [submission PPNNClxdmj11ab6BchDA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ZenChaos: stack-zeroshot-ratio [submission bhEEyIrh9QBlUf1IPpHl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: wyf wyf: ctx-pair [submission FYDt4RlVxmig0bvJigO5] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: wei xing: slim-r-crossline-dl-v1 [submission cCoEqKgZY0cra5Hn5zyy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CSBL: cellot_sched_20260918_sat2_c71_full_anchor_gain18_20260916 [submission qvmRyKq84PLCkrtojOfc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xiangyu: GenePert v1.1 Jurkat Dropout [submission NjPa8raI4oPgNZqaBxPV] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Liu Zhiyuan: H58 H53 plus Zhu signature augmentation [submission XkEDQS0znPGOYrKPop3E] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xiaoning Lin: AtlasFamily-MeanLock-v5 [submission nsuXs87XhjcDO1eOJl6J] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Moonshot: vc_model_09 [submission 0k3l3kC2cXSavqHziOKW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CytoAlphaThoughts: CY_V71 [submission zZdLSpSD3BySRl4YgG32] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: EverycellEverywhere: delta_lookup lambda=1 + stochastic rounding (H1 +0.1857, RPE1 +0.1148) [submission saZaVwHgqYMJzK97keUy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: cccccc: extpert-mlp-v1 [submission ooM3L3CzauqcnNSjq4xH] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: sian: multiplicative-kNN-perturbed-mean-hybrid [submission rXHadwlb57zerAMig4U6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xi cheng: m9010 [submission GO0TCpDRtqyNs9XRtgam] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xiansu Nie: zhongshan_scmodel_v4-arch-raw-mask [submission duKE331oRVZHqpZQDpXa] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: PLUMS: r610186 [submission 3XegkIKSS3vhwgPeE75W] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Shuyan: shuyan [submission 2jSYliBw7w212gknuCSM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: NiuLai: AtlasShift rank77 ABC 20260917 [submission 9Y5xxS8Y8SQ3wzEtnF6K] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xinyu zhang: NativeTransfer-10 [submission 00DrCAMfwxxYML3lW1yD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: πAI-Lab: z-4 [submission l7vf1Hh1biZW39dI6CuP] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Sinne Xing: MLP + rank-32 head, context-tuned [submission 7afqC6OqpJv0EuRvxJaO] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: li wenxin: attn+sw60 (S1) a0.8 [submission 3AR9JYiAblrfchCJrnlo] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: hacking: W2 COMPASS Residual Only [submission Cg83tcR1v8jEm2JzfEgm] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Soham Samanta: run-a614 [submission lzr2yt81m2NYjfDV5w7U] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: OmicsMan: R72_BudgetGated [submission aOXk0huJaVuEo8t7Ad3I] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: qxd: xdfg0906 [submission 83B932fjCUXycYjzFgTs] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yazi Li: DeSCOPE-2 [submission sJ6RmD9kZErwJmahBM1x] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Amadeu Zou: BioFlow-ls [submission y7L4yROimWSkzNUDbSC4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Malthe Louis Weisdorf: TriModel-MultiAtlas-Replogle-v4 [submission Gkthcw6QGLikvbv6sczA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Rafał P: dummy [submission kpRUx5bl9iqMBYlo7BC9] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: AIgnite: vcc2026 permb50 blended denoise+sharpen + rank refinement [submission mQvFfipPQtPAYGzfYxhJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: penguin: VCC2026_BASELINE_HISTORICAL_REPLAY [submission erfaOcsGB5CHwgpa3SXQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Mengran Li: g68-histcal-e0fix-alpha4726 [submission ntJYFexuaBJ4QCkH6IxJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Immovable Myhal Rock: n42 [submission fMFZm3TBnUBN3JrNEcyB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jake: K562Delta scale=1.0 n_de=2000 (matched-path calibration) [submission 4j8nWE68KB01qk3fYepI] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: arrrhh: linear_ridge 2026 [submission 2bKLyaY2cpLBZpnlN3JE] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Aginglab.com: GeroAI_v66 [submission QJFFlTbn5AzF8329s35v] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: hachimi: B0 validation floor r1 [submission zUAUFKvHnUBKrf51wJ6S] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 404_NO_FOUND: C2 GenePT kNN beta0.5 [submission YVtXCz5vytHO1EnIyTMJ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: NWPU: jiang-direct40-v8 [submission H5FfFke1PyH2wUVCBvV5] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 刘霞: LX [submission UyZ2xED5CrPw2ZHeiijQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: li wang: v20260917b [submission T26Jk7oN06WHRv95ssym] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: mw: ctrl-resample + Replogle K562 LFC transfer [submission XyO7jFujRSgUcj5F7MDn] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Crispy AI: AX03 frozen AE32 residual MLP [submission hLbE5hGTJmUHFnu4SgAI] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Gliese LU: atlas-transfer-4source-adaptive [submission RfDvhR9XNKi2VUfNJjZ4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: NiuCome: tier8: 3-source shrinkage, gain 6.4, exact-mean decode [submission oxJTS4zYECBKZ28BJ7kM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ACells: model_0010: model_0010: per-context sources (A=base3, B/C=+h1) [submission UAX95YHNUl5ecVLN5Msb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yanming Gan: K562 transfer alpha0.7, pinned pseudobulk [submission pZOKWqhmPMjubm4gRPnc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ameet more: per-context-singleline-v6 [submission VHLMJm9jO3GqYRAgVBSv] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Nirvana42: ntc-copy-v1 [submission AD7KtS3CmqkETuXz5hCk] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: BioCai: scgpt [submission Uu4ZCwVB7izl762N4Yhf] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: kerai: fold-change base (kappa=0.1) on K562-gwps same-gene delta, 272/300 covered, multinomial render at empirical library sizes [submission PeEZ5YW4aJ7GpPt4sUUs] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yanmuzeee: m-20260916-02 [submission EFMbiAjmu50QAHcmgcUg] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Anagha Iyer: Arm1 coverage: top_k=5000 (was 700), K=100 alpha=0.35 gamma=0.5 f=0.15 k_sigma=0 sign=+1 [submission 18dfSqFjGZ8uL03dAiZI] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: qifenzui: retrieval-csr-round-top300 [submission 6YO4rBqgjGFYQ4R0dUJc] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: CellMind Collective: LOOFactor-r5-v1 [submission sUKb4H23z8pf8Yvpc83z] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: fan li: FL.Atlas.Fifth.Harbor [submission nxAMk2y0LACfEXW3XgGm] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Egg tart: dan ta v5 [submission KqYjMnYJZogmOWZvEvP5] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Kai Song: m9030 [submission tky7fEKDfgNKUV5N0bqO] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xia Xiaoqiong: H1 mean-effect transfer alpha 0.5 seed 2026 [submission y5h0HaPGvxNMQNC7992H] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Khanh Nguyen: Arc-STATE-baseline-v1 [submission jACV1avJMLtZvNBU61Uj] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: nanobot: ox-V17 [submission Z5SymzziHDxUCH4BKnpb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: gcAI: TVI-v1 [submission ugFy00Olo4fe1gUGunyi] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Nathan LaPierre: v6 [submission oWOiUsRh8r3YOw7mwfti] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ----: pure retrieval scale 1.0 znorm [submission zQXZIuOdtGVmqBp1jhin] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: geneFlow: geneFlow B4 [submission XgRlNyjF50S5WEcizHdi] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Team VCL-318: best0707 [submission pwC4J0Mi9a748pGxnEdl] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Ling Zhang: ratka5ca [submission bOeyzYI0nGBVRciKbmzI] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: zhi yang2: palcstm-v69 [submission Or8mHXQMSBfn8osMg6GY] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: SimpleCellNYC: scv23a [submission HpJTp6HYWb9GgoVwlUvC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: myz: CCB [submission KX4ME4WX6usoueaN8s5e] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Renuka Bellad: mb [submission iW2EoQapHVfcMkdx0RAp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Wenbo Zhang: B0_control_bootstrap_s17_v1 [submission 0vCaDj5uaucCmsv4g7Hs] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: qikun zhao: TabICL-XAtlas-Residual-v1 [submission P948ZvXxF1XqcmHR1kPy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Dadhich: coexp toy-model: per-context co-expression from own control cells [submission nCJYCfD6qJT0zxOyUTEi] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jongwon Im: Stack MDM5 Orion282 / original v2_18 [submission IPbpbiYetZmEEp1TwW6N] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: cellico.bio: cloudmer-nochange-context-v1 [submission xNnS2Q7NA7moh3aM6iOY] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: jhtao: C-KOLF Dose 0.667 2026-09-18 [submission WSE5zE5Dm1ht8sfiN43u] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Haystack: GSA-044-PHF8-W080 [submission tRtn7yCyw0hyztBttBoB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Mingyu Wang: Cross-context ReLU+diag recovery v1 [submission FsxlXgk7g1kpM1tstixM] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: SNU_LCDD: ml-hgnc-target-s42 [submission 16EoYnnDBQUcFE4ZNSxx] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Register: vcc sample pipeline test [submission 7FMi0Wg1SnEJrDOMJ4qm] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: xianqing wang: H1-K562-KOLF statistical transfer baseline [submission CDRDh23fqNQLNxMVciN8] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: zlanta: target-only [submission G339LL0FiionSYLoxPEN] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: 毅 张: pipeline test [submission 5AwxqQ8BVUeXIjmZMHF6] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ccaae: s57 [submission pocrtqKYqEnt7vQsZ1aB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Zhijian Li: base line v2 [submission rjUhs2EGxZDxW5a9f283] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yaoyun Zhang: bm-trial19-amp3-ontarget-v1 [submission no4BRHS2c9nfaPXpMKA4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: VCC@ZJU: VelvetQuasar-42 [submission cNofaXvwLZzVuZohRphy] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Purkinje: B2-All family-balanced v1 [submission 8mysCjzCkQaKUrMzO9JR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: XGBOOST: XGBOOST_RAW001_CENTER [submission nLcPqis3g0EW1Rl0JZmv] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Anders Lindström: replogle k562 signature nudge, scale 6 [submission BhdIwPTlqoIqCyVAw1BR] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: luffy: r2c15det_h1fam [submission ZeV7usVzcim3CjmagJO4] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: KSE-A: hybrid-linear-gwps [submission MkygCHS8agNJqDtANjt8] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: OmicX Vcells: Stage V-A fixed alpha4 [submission eI5Ggd5wpoZtGUzRNcyL] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Skadi's Seaborn Farm: cry again [submission JDWnIB3RSPwRlmBvxLfD] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Wonmin Kim: b19 [submission pamfw9b1glTBvlXvEyQA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Yixiang Mao: pfdo-v1 [submission Jrnnmw3YV7u9bRb6PHgS] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: LEANDRO YU JIN LIANG: State-A 2025 transfer s42 v1 [submission OszXzRrmoRq3IdK9Vldg] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Lijiayu Deng: State-GenePT-v001-panel-counts [submission vUSQaMGSF6bXuCMEYu18] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Bowen Han: v31 [submission zcYwkEGWpauVX42qqByE] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Brandon Low: bl_c12 [submission apOhGAWZUbxIE5YhywUk] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Xupan Ma: hw89ip6a1idr [submission efmKistOgXCJfuTLiklp] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: hello-cell: marlow [submission 1qIfBeVhMsOtlCPK6NBz] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Liaoyi Xu: xfer-v18-alpha2.0 [submission KIXMZcCewuxYjOMyBolH] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: long he: RNAFM-GEARS-v4-ANOVA-ABC [submission mQuuD8O4N5c0k7XucSIA] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Rui Xing Zhang: RX_W17 [submission S5xlp1ROzXY2JCmR9u3b] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: kriagr: STEER [submission BqVxSIxC1hZo0fvP4U8m] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Liu: B1_H1_direct_transfer_25_alpha3.0 [submission j7X20k7KGdFpw8DkI8FO] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Leonid_Klarov: b1_delta_k562_default [submission lypOHyaNCokHdDbhql37] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: VenusCell: VenusCell xfer_v2 (all-cell similarity-weighted transfer) [submission eMzsdAWQxPtfO2e0Shlq] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Onion Yang: r55-BC-agreement-weighted [submission ItklV5WSjdwueznmSbOb] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Parmita Mishra: Pooled transfer; gain 0.268; full GWPS; control template [submission QACLfdGZ2L9EzU2d4vpB] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Jianhan Mao: Sidechain SER-rb03 [submission 8MM4xc77R6A2Oa7cDcl5] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: wuki-creator: MagWorld H1 v13 sparse ensemble [submission 3skG7PvWaMhMw2gsEEAQ] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: precal171: transfer_consensus #40 proxy=0.1966 [submission QqORD3I99iz3Cip64yBY] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Cellturbline: STATE+ESM2 v2: fixed normalization scale (fixed CP10K target), log-space FC clipping, 210/300 target coverage [submission 38Tiq94O9f3pZv3rX5XX] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: NeurodegenerativeLab: Transfer3b-SameMask-s025-20260914 [submission x8CPPkyeXuqE6HjFRefW] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: ZEYU BAI: m0: resampled control cells, no perturbation effect (pipeline baseline) [submission oSragNt8owBP4w4AGzju] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: Alex Lévy: H166A C1 Common-Support Normalize [submission Fl39m5TyoIk6S9SSFgkC] · vcc2026-val-1 · 2026 validation contexts A, B and C
• benchmark: iidesu: v7-cd4i-rest [submission ahwnPhkhWxejUffJ1PJv] · vcc2026-val-1 · 2026 validation contexts A, B and C
• subject: vcc2026-val-1: benchmark membership