# MSI prediction on CPTAC-CRC Source: [MSI prediction on CPTAC-CRC]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:39.884Z Evaluation of models predicting Microsatellite Instability (MSI) status using the CPTAC-CRC dataset, assessed via AUC and PRC. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | MSI prediction | | Dataset (including any stated split) | CPTAC-CRC | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUC](): Higher is better; unit: PERCENT. - [AP (PRC)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | autol + cagrad | 89.9 | Not recorded | 68fa72771e209131cea56894 | | cagrad | 89.7 | Not recorded | 68fa72771e209131cea56894 | | uncert + pcgrad | 89 | Not recorded | 68fa72771e209131cea56894 | | uncert + cagrad | 88.9 | Not recorded | 68fa72771e209131cea56894 | | dwa + pcgrad | 88.8 | Not recorded | 68fa72771e209131cea56894 | | uncert | 88.4 | Not recorded | 68fa72771e209131cea56894 | | dwa + cagrad | 88.4 | Not recorded | 68fa72771e209131cea56894 | | naive | 88.2 | Not recorded | 68fa72771e209131cea56894 | | autol + pcgrad | 87.9 | Not recorded | 68fa72771e209131cea56894 | | dwa | 87.7 | Not recorded | 68fa72771e209131cea56894 | | dwa + graddrop | 87.6 | Not recorded | 68fa72771e209131cea56894 | | uncert + graddrop | 87.6 | Not recorded | 68fa72771e209131cea56894 | | graddrop | 87.3 | Not recorded | 68fa72771e209131cea56894 | | pcgrad | 87.3 | Not recorded | 68fa72771e209131cea56894 | | autol | 86.9 | Not recorded | 68fa72771e209131cea56894 | | autol + graddrop | 86.7 | Not recorded | 68fa72771e209131cea56894 | | baseline | 86.4 | Not recorded | 68fa72771e209131cea56894 | | SOTA | 82 | Not recorded | 68fa72771e209131cea56894 | ### autol + cagrad AUC: 89.9. Result ID: 69923ac73a6c3148490d7913. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"autol","gradient\_strategy":"cagrad"}. This record does not assert independent reproduction. ### cagrad AUC: 89.7. Result ID: 69923ac73a6c3148490d790a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"gradient\_strategy":"cagrad"}. This record does not assert independent reproduction. ### uncert + pcgrad AUC: 89. Result ID: 69923ac73a6c3148490d790f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"uncertainty","gradient\_strategy":"pcgrad"}. This record does not assert independent reproduction. ### uncert + cagrad AUC: 88.9. Result ID: 69923ac73a6c3148490d7910. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"uncertainty","gradient\_strategy":"cagrad"}. This record does not assert independent reproduction. ### dwa + pcgrad AUC: 88.8. Result ID: 69923ac73a6c3148490d790c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"dwa","gradient\_strategy":"pcgrad"}. This record does not assert independent reproduction. ### uncert AUC: 88.4. Result ID: 69923ac73a6c3148490d7906. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"uncertainty"}. This record does not assert independent reproduction. ### dwa + cagrad AUC: 88.4. Result ID: 69923ac73a6c3148490d790d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"dwa","gradient\_strategy":"cagrad"}. This record does not assert independent reproduction. ### naive AUC: 88.2. Result ID: 69923ac73a6c3148490d7904. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"naive"}. This record does not assert independent reproduction. ### autol + pcgrad AUC: 87.9. Result ID: 69923ac73a6c3148490d7912. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"autol","gradient\_strategy":"pcgrad"}. This record does not assert independent reproduction. ### dwa AUC: 87.7. Result ID: 69923ac73a6c3148490d7905. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"dwa"}. This record does not assert independent reproduction. ### dwa + graddrop AUC: 87.6. Result ID: 69923ac73a6c3148490d790b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"dwa","gradient\_strategy":"graddrop"}. This record does not assert independent reproduction. ### uncert + graddrop AUC: 87.6. Result ID: 69923ac73a6c3148490d790e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"uncertainty","gradient\_strategy":"graddrop"}. This record does not assert independent reproduction. ### graddrop AUC: 87.3. Result ID: 69923ac73a6c3148490d7908. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"gradient\_strategy":"graddrop"}. This record does not assert independent reproduction. ### pcgrad AUC: 87.3. Result ID: 69923ac73a6c3148490d7909. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"gradient\_strategy":"pcgrad"}. This record does not assert independent reproduction. ### autol AUC: 86.9. Result ID: 69923ac73a6c3148490d7907. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"autol"}. This record does not assert independent reproduction. ### autol + graddrop AUC: 86.7. Result ID: 69923ac73a6c3148490d7911. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"autol","gradient\_strategy":"graddrop"}. This record does not assert independent reproduction. ### baseline AUC: 86.4. Result ID: 69923ac73a6c3148490d7903. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":false}. This record does not assert independent reproduction. ### SOTA AUC: 82. Result ID: 69923ac73a6c3148490d7902. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.