HRD prediction on TCGA-LUAD
0.734AUCdwa + pcgrad
Evaluation results
| Method | Links | ||
|---|---|---|---|
| dwa + pcgradmulti_task=true, weighting_strategy=dwa, gradient_strategy=pcgrad2024.03 | 0.734 | 59.8 | |
| dwamulti_task=true, weighting_strategy=dwa2024.03 | 0.733 | 60.3 | |
| uncertmulti_task=true, weighting_strategy=uncertainty2024.03 | 0.732 | 60.1 | |
| cagradmulti_task=true, gradient_strategy=cagrad2024.03 | 0.726 | 58.7 | |
| dwa + graddropmulti_task=true, weighting_strategy=dwa, gradient_strategy=graddrop2024.03 | 0.726 | 58.4 | |
| uncert + graddropmulti_task=true, weighting_strategy=uncertainty, gradient_strategy=graddrop2024.03 | 0.726 | 59.4 | |
| uncert + cagradmulti_task=true, weighting_strategy=uncertainty, gradient_strategy=cagrad2024.03 | 0.724 | 58.8 | |
| autolmulti_task=true, weighting_strategy=autol2024.03 | 0.722 | 58.5 | |
| pcgradmulti_task=true, gradient_strategy=pcgrad2024.03 | 0.721 | 60.4 | |
| autol + pcgradmulti_task=true, weighting_strategy=autol, gradient_strategy=pcgrad2024.03 | 0.72 | 58.2 | |
| autol + cagradmulti_task=true, weighting_strategy=autol, gradient_strategy=cagrad2024.03 | 0.719 | 57 | |
| dwa + cagradmulti_task=true, weighting_strategy=dwa, gradient_strategy=cagrad2024.03 | 0.718 | 57.9 | |
| uncert + pcgradmulti_task=true, weighting_strategy=uncertainty, gradient_strategy=pcgrad2024.03 | 0.718 | 55.4 | |
| baselinemulti_task=false2024.03 | 0.716 | 57.7 | |
| graddropmulti_task=true, gradient_strategy=graddrop2024.03 | 0.711 | 58.8 | |
| autol + graddropmulti_task=true, weighting_strategy=autol, gradient_strategy=graddrop2024.03 | 0.708 | 56 | |
| SOTA2024.03 | 0.7 | — | |
| naivemulti_task=true, weighting_strategy=naive2024.03 | 0.696 | 57.6 |