# HRD prediction on CPTAC-LUAD Source: [HRD prediction on CPTAC-LUAD]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:39.935Z Evaluation of models predicting Homologous Recombination Deficiency (HRD) status using the CPTAC Lung Adenocarcinoma (LUAD) cohort, assessed using metrics like 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 | HRD prediction | | Dataset (including any stated split) | CPTAC-LUAD | | Metric | AUC | | Unit | SCALAR | | 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: SCALAR. - [PRC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | autol + cagrad | 0.861 | Not recorded | 68fa72771e209131cea56894 | | autol + pcgrad | 0.856 | Not recorded | 68fa72771e209131cea56894 | | dwa + cagrad | 0.855 | Not recorded | 68fa72771e209131cea56894 | | cagrad | 0.854 | Not recorded | 68fa72771e209131cea56894 | | autol | 0.852 | Not recorded | 68fa72771e209131cea56894 | | autol + graddrop | 0.848 | Not recorded | 68fa72771e209131cea56894 | | graddrop | 0.844 | Not recorded | 68fa72771e209131cea56894 | | uncert + cagrad | 0.844 | Not recorded | 68fa72771e209131cea56894 | | pcgrad | 0.841 | Not recorded | 68fa72771e209131cea56894 | | uncert + graddrop | 0.839 | Not recorded | 68fa72771e209131cea56894 | | dwa | 0.836 | Not recorded | 68fa72771e209131cea56894 | | uncert + pcgrad | 0.836 | Not recorded | 68fa72771e209131cea56894 | | dwa + graddrop | 0.833 | Not recorded | 68fa72771e209131cea56894 | | uncert | 0.831 | Not recorded | 68fa72771e209131cea56894 | | dwa + pcgrad | 0.83 | Not recorded | 68fa72771e209131cea56894 | | SOTA | 0.82 | Not recorded | 68fa72771e209131cea56894 | | naive | 0.812 | Not recorded | 68fa72771e209131cea56894 | | baseline | 0.81 | Not recorded | 68fa72771e209131cea56894 | ### autol + cagrad AUC: 0.861. Result ID: 69923ac73a6c3148490d7937. [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. ### autol + pcgrad AUC: 0.856. Result ID: 69923ac73a6c3148490d7936. [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 + cagrad AUC: 0.855. Result ID: 69923ac73a6c3148490d7931. [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. ### cagrad AUC: 0.854. Result ID: 69923ac73a6c3148490d792e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"gradient\_strategy":"cagrad"}. This record does not assert independent reproduction. ### autol AUC: 0.852. Result ID: 69923ac73a6c3148490d792b. [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: 0.848. Result ID: 69923ac73a6c3148490d7935. [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. ### graddrop AUC: 0.844. Result ID: 69923ac73a6c3148490d792c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"gradient\_strategy":"graddrop"}. This record does not assert independent reproduction. ### uncert + cagrad AUC: 0.844. Result ID: 69923ac73a6c3148490d7934. [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. ### pcgrad AUC: 0.841. Result ID: 69923ac73a6c3148490d792d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"gradient\_strategy":"pcgrad"}. This record does not assert independent reproduction. ### uncert + graddrop AUC: 0.839. Result ID: 69923ac73a6c3148490d7932. [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. ### dwa AUC: 0.836. Result ID: 69923ac73a6c3148490d7929. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"dwa"}. This record does not assert independent reproduction. ### uncert + pcgrad AUC: 0.836. Result ID: 69923ac73a6c3148490d7933. [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. ### dwa + graddrop AUC: 0.833. Result ID: 69923ac73a6c3148490d792f. [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 AUC: 0.831. Result ID: 69923ac73a6c3148490d792a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"uncertainty"}. This record does not assert independent reproduction. ### dwa + pcgrad AUC: 0.83. Result ID: 69923ac73a6c3148490d7930. [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. ### SOTA AUC: 0.82. Result ID: 69923ac73a6c3148490d7926. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### naive AUC: 0.812. Result ID: 69923ac73a6c3148490d7928. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":true,"weighting\_strategy":"naive"}. This record does not assert independent reproduction. ### baseline AUC: 0.81. Result ID: 69923ac73a6c3148490d7927. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"multi\_task":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.