Contributor Attribution on CIFAR-20 (test)
57.37Inception ScoreSurrogateSHAP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SurrogateSHAPalpha=0.752026.01 | 57.37 | 23.58 | |
| Leave-one-out (LOO)alpha=0.752026.01 | 50.88 | 34.33 | |
| Sparsified-FT Shapleyalpha=0.752026.01 | 44.79 | 5.38 | |
| Gradient similarityalpha=0.75, Aggregation=avg.2026.01 | 29.44 | -17.19 | |
| CLIP similarityalpha=0.75, Aggregation=max2026.01 | 16.78 | -7.39 | |
| D-TRAKalpha=0.752026.01 | 8.34 | -11.83 | |
| DASalpha=0.752026.01 | 1.97 | 16.49 | |
| TRAKalpha=0.752026.01 | 1.68 | 15.91 | |
| Renormalized IFalpha=0.752026.01 | 1.15 | 16.09 | |
| Relative IFalpha=0.752026.01 | 1.09 | 16.62 | |
| Gradient similarityalpha=0.75, Aggregation=max2026.01 | -0.96 | -2.44 | |
| Journey-TRAKalpha=0.752026.01 | -1.67 | -17.65 | |
| Pixel similarityalpha=0.75, Aggregation=avg.2026.01 | -5.84 | -1.82 | |
| Gmvaluatoralpha=0.752026.01 | -5.89 | 30.07 | |
| Pixel similarityalpha=0.75, Aggregation=max2026.01 | -12.11 | -9.87 | |
| CLIP similarityalpha=0.75, Aggregation=avg.2026.01 | -18.77 | 19.98 |