| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MNIST | Mean Valuation0.527 | 48 | 2mo ago | ||
| CIFAR10 | Provider Influence (Mean)0.508 | 48 | 4mo ago | ||
| Synthetic Data scaling d = 500 (test) | NDDV | Wall-clock Time1.6 | 9 | 23d ago | |
| SST-2 IMDb | DMVM | Kendall's Tau0.7784 | 6 | 18d ago | |
| Vision Tasks | DU-Shapley | Kendall's Tau0.841 | 6 | 18d ago | |
| apsfail | LSH-Shapley | Valuation Runtime (s)0.47 | 5 | 2mo ago | |
| vehicle | LSH-Shapley | Valuation Runtime (s)0.78 | 5 | 2mo ago | |
| pol | LSH-Shapley | Valuation Runtime (s)0.23 | 5 | 2mo ago | |
| fraud | LSH-Shapley | Valuation Runtime (s)0.2 | 5 | 2mo ago | |
| creditcard | LSH-Shapley | Valuation Runtime (s)0.54 | 5 | 2mo ago | |
| cpu | LSH-Shapley | Valuation Runtime (s)0.19 | 5 | 2mo ago | |
| wind | LSH-Shapley | Valuation Runtime (s)0.31 | 5 | 2mo ago | |
| click | LSH-Shapley | Valuation Runtime (s)0.31 | 5 | 2mo ago | |
| 2dplanes | LSH-Shapley | Valuation Runtime (s)0.86 | 5 | 2mo ago | |
| phoneme | LSH-Shapley | Valuation Runtime (s)0.16 | 5 | 2mo ago | |
| BrainRot | RISE | Purity87.6 | 5 | 3mo ago | |
| UCI ADULT (train) | HCDV | p10.25 | 5 | 4mo ago | |
| Criteo-1B | Wall-clock Time (hr)0.8 | 5 | 4mo ago | ||
| Fashion-MNIST | Wall-clock Time (hr)0.3 | 5 | 4mo ago | ||
| UCI Adult | Wall-clock Time (min)5 | 5 | 4mo ago | ||
| Synthetic n=3,000 | Wall-clock Time (s)9 | 5 | 4mo ago |
