Data Valuation on MNIST
0.527Mean ValuationWSV
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| WSVProvider=Owner2026.02 | 0.527 | 0 | — | |
| PSVProvider=Owner2026.02 | 0.527 | 0 | — | |
| PASVProvider=Owner, b=22026.02 | 0.527 | 0 | — | |
| PASVProvider=Owner, b=82026.02 | 0.527 | 0 | — | |
| PASVProvider=Owner, b=322026.02 | 0.527 | 0 | — | |
| SVProvider=FM2026.02 | 0.1506 | 0.0004 | — | |
| SVProvider=GAN2026.02 | 0.1225 | 0.0003 | — | |
| SVProvider=Anchor2026.02 | 0.1148 | 0.0004 | — | |
| SVProvider=DDPM2026.02 | 0.1144 | 0.0003 | — | |
| SVProvider=DDIM2026.02 | 0.1078 | 0.0003 | — | |
| PASVProvider=FM, b=322026.02 | 0.096 | 0.007 | — | |
| SVProvider=Owner2026.02 | 0.0957 | 0.0002 | — | |
| PSVProvider=Anchor2026.02 | 0.0927 | 0.0056 | — | |
| PASVProvider=FM, b=82026.02 | 0.0884 | 0.0054 | — | |
| SVProvider=Copier2026.02 | 0.0848 | 0.0003 | — | |
| PASVProvider=Anchor, b=22026.02 | 0.0826 | 0.0069 | — | |
| WSVProvider=FM2026.02 | 0.0825 | 0.0003 | — | |
| PSVProvider=FM2026.02 | 0.0773 | 0.0048 | — | |
| PASVProvider=FM, b=22026.02 | 0.0767 | 0.0035 | — | |
| PASVProvider=Anchor, b=82026.02 | 0.0673 | 0.004 | — | |
| PASVProvider=DDPM, b=322026.02 | 0.0624 | 0.0047 | — | |
| WSVProvider=GAN2026.02 | 0.0596 | 0.0001 | — | |
| PASVProvider=DDPM, b=82026.02 | 0.0591 | 0.0061 | — | |
| PASVProvider=GAN, b=322026.02 | 0.0562 | 0.0021 | — | |
| PASVProvider=DDPM, b=22026.02 | 0.0557 | 0.0039 | — | |
| PASVProvider=Anchor, b=322026.02 | 0.0548 | 0.0049 | — | |
| WSVProvider=DDIM2026.02 | 0.0518 | 0.0002 | — | |
| PASVProvider=GAN, b=22026.02 | 0.0513 | 0.0027 | — | |
| PASVProvider=GAN, b=82026.02 | 0.0512 | 0.0021 | — | |
| WSVProvider=DDPM2026.02 | 0.0507 | 0.0002 | — | |
| PSVProvider=GAN2026.02 | 0.0483 | 0.0028 | — | |
| PSVProvider=DDPM2026.02 | 0.047 | 0.0036 | — | |
| WSVProvider=Anchor2026.02 | 0.0468 | 0.0002 | — | |
| PSVProvider=DDIM2026.02 | 0.033 | 0.0034 | — | |
| PASVProvider=DDIM, b=22026.02 | 0.0283 | 0.0045 | — | |
| PASVProvider=DDIM, b=82026.02 | 0.0281 | 0.0079 | — | |
| PASVProvider=DDIM, b=322026.02 | 0.0263 | 0.0032 | — | |
| SVProvider=Poisoner2026.02 | 0.0175 | 0.0003 | — | |
| WSVProvider=Copier2026.02 | 0.0073 | 0.0002 | — | |
| PSVProvider=Copier2026.02 | -0.0032 | 0.0022 | — | |
| PASVProvider=Copier, b=82026.02 | -0.0054 | 0.0005 | — | |
| PASVProvider=Copier, b=322026.02 | -0.0061 | 0.0006 | — | |
| PASVProvider=Copier, b=22026.02 | -0.0065 | 0.0012 | — | |
| PASVProvider=Poisoner, b=22026.02 | -0.0072 | 0.0015 | — | |
| PASVProvider=Poisoner, b=82026.02 | -0.0077 | 0.0009 | — | |
| PASVProvider=Poisoner, b=322026.02 | -0.0086 | 0.0012 | — | |
| PSVProvider=Poisoner2026.02 | -0.0141 | 0.0052 | — | |
| WSVProvider=Poisoner2026.02 | -0.0178 | 0.0002 | — | |
| DB2026.05 | — | — | 1 | |
| DS2026.05 | — | — | 1 | |
| G-Shapley2026.05 | — | — | 9.08 | |
| KNN2026.05 | — | — | 729.99 | |
| LSH-Shapley2026.05 | — | — | 3.25 |