Contributor Attribution on Fashion Product
32.41DiversitySurrogateSHAP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SurrogateSHAP2026.01 | 32.41 | 42.6 | — | — | — | — | — | |
| SurrogateSHAPalpha=0.752026.01 | 31.39 | 18.48 | — | — | — | — | — | |
| SurrogateSHAPalpha=0.252026.01 | 27.97 | 17.35 | — | — | — | — | — | |
| Sparsified-FT Shapley2026.01 | 20.34 | 18.57 | — | — | — | — | — | |
| Gradient similarityAggregation=avg.2026.01 | 19.41 | -23.21 | — | — | — | — | — | |
| Gradient similarity (avg.)alpha=0.252026.01 | 18.64 | -7.12 | — | — | — | — | — | |
| Gradient similarityAggregation=max2026.01 | 18.47 | -23.22 | — | — | — | — | — | |
| D-TRAK2026.01 | 17.61 | -2.82 | — | — | — | — | — | |
| Pixel similarity (avg.)alpha=0.252026.01 | 16.64 | -6.48 | — | — | — | — | — | |
| CLIP similarityAggregation=avg.2026.01 | 14.84 | -4.19 | — | — | — | — | — | |
| Leave-one-out (LOO)alpha=0.752026.01 | 14.59 | -5.57 | — | — | — | — | — | |
| Journey-TRAKalpha=0.752026.01 | 13.58 | -10.45 | — | — | — | — | — | |
| D-TRAKalpha=0.252026.01 | 12.31 | -3.3 | — | — | — | — | — | |
| Pixel similarityAggregation=avg.2026.01 | 10.16 | -14.9 | — | — | — | — | — | |
| CLIP similarity (avg.)alpha=0.252026.01 | 9.81 | -11.46 | — | — | — | — | — | |
| Gradient similarity (max)alpha=0.252026.01 | 9.04 | -3.39 | — | — | — | — | — | |
| Gmvaluatoralpha=0.752026.01 | 8.99 | -9.26 | — | — | — | — | — | |
| Relative IFalpha=0.252026.01 | 8.51 | -2.2 | — | — | — | — | — | |
| TRAKalpha=0.252026.01 | 8.31 | -3.12 | — | — | — | — | — | |
| DASalpha=0.252026.01 | 8.06 | -3.09 | — | — | — | — | — | |
| Relative IF2026.01 | 7.23 | 12.52 | — | — | — | — | — | |
| Journey-TRAK2026.01 | 6.65 | -0.4 | — | — | — | — | — | |
| Gmvaluatoralpha=0.252026.01 | 6.37 | -13.58 | — | — | — | — | — | |
| DAS2026.01 | 6.35 | 12.31 | — | — | — | — | — | |
| TRAK2026.01 | 6.27 | 12.52 | — | — | — | — | — | |
| Renormalized IFalpha=0.252026.01 | 5.85 | -2.33 | — | — | — | — | — | |
| Sparsified-FT Shapleyalpha=0.252026.01 | 4.31 | 18.57 | — | — | — | — | — | |
| Gradient similarityalpha=0.75, Aggregation=avg.2026.01 | 3.71 | -10.19 | — | — | — | — | — | |
| Pixel similarityalpha=0.75, Aggregation=avg.2026.01 | 2.88 | -6.76 | — | — | — | — | — | |
| Renormalized IF2026.01 | 2.45 | 16.02 | — | — | — | — | — | |
| TRAKalpha=0.752026.01 | 2.17 | 5.77 | — | — | — | — | — | |
| DASalpha=0.752026.01 | 2.15 | 5.76 | — | — | — | — | — | |
| Relative IFalpha=0.752026.01 | 2.07 | 7.42 | — | — | — | — | — | |
| CLIP similarityAggregation=max2026.01 | 1.94 | 8.97 | — | — | — | — | — | |
| Gradient similarityalpha=0.75, Aggregation=max2026.01 | 0.41 | -1.28 | — | — | — | — | — | |
| CLIP similarity (max)alpha=0.252026.01 | 0.35 | -8.42 | — | — | — | — | — | |
| D-TRAKalpha=0.752026.01 | 0.26 | 11.86 | — | — | — | — | — | |
| Journey-TRAKalpha=0.252026.01 | -1.24 | 2.51 | — | — | — | — | — | |
| Renormalized IFalpha=0.752026.01 | -1.49 | 9.42 | — | — | — | — | — | |
| Sparsified-FT Shapleyalpha=0.752026.01 | -2.19 | -10.38 | — | — | — | — | — | |
| Gmvaluator2026.01 | -2.86 | -12.75 | — | — | — | — | — | |
| Leave-one-out (LOO)2026.01 | -3.88 | -1.5 | — | — | — | — | — | |
| CLIP similarityalpha=0.75, Aggregation=max2026.01 | -4.88 | 13.21 | — | — | — | — | — | |
| CLIP similarityalpha=0.75, Aggregation=avg.2026.01 | -8.72 | 5.72 | — | — | — | — | — | |
| Leave-one-out (LOO)alpha=0.252026.01 | -14.41 | -2.42 | — | — | — | — | — | |
| Pixel similarityalpha=0.75, Aggregation=max2026.01 | -15.6 | 17.67 | — | — | — | — | — | |
| Pixel similarity (max)alpha=0.252026.01 | -16.71 | 1.67 | — | — | — | — | — | |
| Pixel similarityAggregation=max2026.01 | -21.4 | 22.3 | — | — | — | — | — | |
| Avg. GradSimPercentile removed=5%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 0.0319 | — | — | — | — | |
| Avg. GradSimPercentile removed=10%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | -0.0653 | — | — | — | — | |
| Avg. GradSimPercentile removed=15%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 0.0483 | — | — | — | — | |
| Avg. GradSimPercentile removed=20%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 0.067 | — | — | — | — | |
| Avg. GradSimcounterfactual_removal=Top-k% most influential groups, metric_utility=Diversity2026.01 | — | — | — | -6.52 | -6.09 | -5.44 | -3.59 | |
| DTRAKPercentile removed=5%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | -0.0112 | — | — | — | — | |
| DTRAKPercentile removed=10%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | -0.0449 | — | — | — | — | |
| DTRAKPercentile removed=15%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | -0.005 | — | — | — | — | |
| DTRAKPercentile removed=20%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | -0.0724 | — | — | — | — | |
| DTRAKcounterfactual_removal=Top-k% most influential groups, metric_utility=Diversity2026.01 | — | — | — | 2.21 | -7.18 | -5.05 | -4.14 | |
| SurrogateSHAPPercentile removed=5%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 0.0936 | — | — | — | — | |
| SurrogateSHAPPercentile removed=10%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 0.0522 | — | — | — | — | |
| SurrogateSHAPPercentile removed=15%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 0.1275 | — | — | — | — | |
| SurrogateSHAPPercentile removed=20%, Removal protocol=bottom, Number of seeds=52026.01 | — | — | 0.0746 | — | — | — | — | |
| SurrogateSHAPcounterfactual_removal=Top-k% most influential groups, metric_utility=Diversity2026.01 | — | — | — | -16.11 | -17.49 | -7.05 | -0.6 |