Contributor Attribution on CIFAR-20
79.7Inception ScoreSurrogateSHAP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SurrogateSHAP2026.01 | 79.7 | 51.21 | — | |
| SurrogateSHAPalpha=0.252026.01 | 78.85 | 43.11 | — | |
| Leave-one-out (LOO)alpha=0.252026.01 | 68.48 | -13.4 | — | |
| Sparsified-FT Shapleyalpha=0.252026.01 | 57.73 | -2.03 | — | |
| Leave-one-out (LOO)2026.01 | 48.31 | 34.82 | — | |
| Sparsified-FT Shapley2026.01 | 40 | -14.1 | — | |
| Gmvaluatoralpha=0.252026.01 | 30.42 | -15.31 | — | |
| Gmvaluator2026.01 | 27.85 | 5.37 | — | |
| DAS2026.01 | 24.7 | 13.59 | — | |
| DASalpha=0.252026.01 | 24.4 | -0.45 | — | |
| TRAK2026.01 | 24.08 | 12.84 | — | |
| Relative IF2026.01 | 23.88 | 13.29 | — | |
| TRAKalpha=0.252026.01 | 23.53 | -0.79 | — | |
| Renormalized IFalpha=0.252026.01 | 22.84 | -0.35 | — | |
| Relative IFalpha=0.252026.01 | 22.79 | 0.43 | — | |
| Renormalized IF2026.01 | 22.74 | 12.82 | — | |
| CLIP similarityAggregation=max2026.01 | 20.36 | -17.79 | — | |
| Gradient similarity (avg.)alpha=0.252026.01 | 18.69 | -38.49 | — | |
| CLIP similarity (avg.)alpha=0.252026.01 | 18.68 | -5.22 | — | |
| Gradient similarityAggregation=avg.2026.01 | 13.29 | -11.47 | — | |
| D-TRAK2026.01 | 12.82 | 9.38 | — | |
| Journey-TRAK2026.01 | 10.8 | -34.42 | — | |
| Journey-TRAKalpha=0.252026.01 | 8.82 | -15.87 | — | |
| Gradient similarity (max)alpha=0.252026.01 | 7.03 | -6.18 | — | |
| D-TRAKalpha=0.252026.01 | 3.39 | -15.73 | — | |
| Pixel similarity (avg.)alpha=0.252026.01 | -4.83 | 0.77 | — | |
| CLIP similarity (max)alpha=0.252026.01 | -8.12 | 1.38 | — | |
| Pixel similarityAggregation=avg.2026.01 | -8.88 | 13.74 | — | |
| Pixel similarity (max)alpha=0.252026.01 | -20.25 | -1.34 | — | |
| Gradient similarityAggregation=max2026.01 | -20.7 | 12.54 | — | |
| CLIP similarityAggregation=avg.2026.01 | -21.49 | 20.13 | — | |
| Pixel similarityAggregation=max2026.01 | -23.2 | 8.37 | — | |
| CLIP ScorePercentile removed=5%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 19.39 | |
| CLIP ScorePercentile removed=10%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 17.36 | |
| CLIP ScorePercentile removed=15%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 17.21 | |
| CLIP ScorePercentile removed=20%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 16.98 | |
| LOOPercentile removed=5%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 23.21 | |
| LOOPercentile removed=10%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 27.85 | |
| LOOPercentile removed=15%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 32.22 | |
| LOOPercentile removed=20%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 43.11 | |
| SurrogateSHAPPercentile removed=5%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 11.79 | |
| SurrogateSHAPPercentile removed=10%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 11.85 | |
| SurrogateSHAPPercentile removed=15%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 12.75 | |
| SurrogateSHAPPercentile removed=20%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 16.98 |