Group Robustness on cMNIST (test)
83.37Worst Group Accuracy (WGA)TCSL-CS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TCSL-CSGroup Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 83.37 | 91.76 | |
| RGbalGroup Info (Train)=✓, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 71.68 | 87.59 | |
| SelfSup (Top)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 58.15 | 77.45 | |
| EL2N (Top)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 52.67 | 76.58 | |
| D2 (SelfSup+CLIP)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 32.39 | 61.57 | |
| D2 (EL2N+ResNet)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 31.77 | 58.74 | |
| D2 (EL2N+CLIP)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 28.18 | 58.19 | |
| D2 (SelfSup+ResNet)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 22.89 | 55.98 | |
| SelfSup (Hist)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 3.94 | 24.57 | |
| RandomGroup Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 1.82 | 24.76 | |
| EL2N (Hist)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 1.72 | 24.1 | |
| EL2N (Bot)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 0 | 15.9 | |
| SelfSup (Bot)Group Info (Train)=x, Sampling Ratio (r)=0.1, Retraining Protocol=CB ERM2026.06 | 0 | 18.48 |