HRD prediction on CPTAC-LUAD
0.861AUCautol + cagrad
Evaluation results
| Method | Links | ||
|---|---|---|---|
| autol + cagradmulti_task=true, weighting_strategy=autol, gradient_strategy=cagrad2024.03 | 0.861 | 43.8 | |
| autol + pcgradmulti_task=true, weighting_strategy=autol, gradient_strategy=pcgrad2024.03 | 0.856 | 42.8 | |
| dwa + cagradmulti_task=true, weighting_strategy=dwa, gradient_strategy=cagrad2024.03 | 0.855 | 44.3 | |
| cagradmulti_task=true, gradient_strategy=cagrad2024.03 | 0.854 | 42.1 | |
| autolmulti_task=true, weighting_strategy=autol2024.03 | 0.852 | 43 | |
| autol + graddropmulti_task=true, weighting_strategy=autol, gradient_strategy=graddrop2024.03 | 0.848 | 43.4 | |
| graddropmulti_task=true, gradient_strategy=graddrop2024.03 | 0.844 | 42.5 | |
| uncert + cagradmulti_task=true, weighting_strategy=uncertainty, gradient_strategy=cagrad2024.03 | 0.844 | 41.9 | |
| pcgradmulti_task=true, gradient_strategy=pcgrad2024.03 | 0.841 | 41.2 | |
| uncert + graddropmulti_task=true, weighting_strategy=uncertainty, gradient_strategy=graddrop2024.03 | 0.839 | 42.3 | |
| dwamulti_task=true, weighting_strategy=dwa2024.03 | 0.836 | 40.8 | |
| uncert + pcgradmulti_task=true, weighting_strategy=uncertainty, gradient_strategy=pcgrad2024.03 | 0.836 | 39.9 | |
| dwa + graddropmulti_task=true, weighting_strategy=dwa, gradient_strategy=graddrop2024.03 | 0.833 | 40.2 | |
| uncertmulti_task=true, weighting_strategy=uncertainty2024.03 | 0.831 | 41.5 | |
| dwa + pcgradmulti_task=true, weighting_strategy=dwa, gradient_strategy=pcgrad2024.03 | 0.83 | 39.1 | |
| SOTA2024.03 | 0.82 | — | |
| naivemulti_task=true, weighting_strategy=naive2024.03 | 0.812 | 33.7 | |
| baselinemulti_task=false2024.03 | 0.81 | 30.3 |