Data Valuation on CIFAR10
0.508Provider Influence (Mean)WSV
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| WSVProvider=Owner2026.02 | 0.508 | 0 | |
| PSVProvider=Owner2026.02 | 0.508 | 0 | |
| PASVWeight Basis (b)=2, Provider=Owner2026.02 | 0.508 | 0 | |
| PASVWeight Basis (b)=8, Provider=Owner2026.02 | 0.508 | 0 | |
| PASVWeight Basis (b)=32, Provider=Owner2026.02 | 0.508 | 0 | |
| SVProvider=DDPM2026.02 | 0.0977 | 0.0004 | |
| SVProvider=Owner2026.02 | 0.0939 | 0.0003 | |
| SVProvider=FM2026.02 | 0.091 | 0.0003 | |
| SVProvider=Anchor2026.02 | 0.0866 | 0.0003 | |
| SVProvider=DDIM2026.02 | 0.0864 | 0.0003 | |
| SVProvider=GAN2026.02 | 0.0835 | 0.0002 | |
| SVProvider=Copier2026.02 | 0.0736 | 0.0004 | |
| PSVProvider=Anchor2026.02 | 0.0419 | 0.0039 | |
| PASVWeight Basis (b)=32, Provider=GAN2026.02 | 0.0377 | 0.0049 | |
| PASVWeight Basis (b)=8, Provider=GAN2026.02 | 0.0358 | 0.0033 | |
| PASVWeight Basis (b)=2, Provider=GAN2026.02 | 0.0349 | 0.0059 | |
| PASVWeight Basis (b)=32, Provider=DDPM2026.02 | 0.0349 | 0.0041 | |
| WSVProvider=DDPM2026.02 | 0.033 | 0.0001 | |
| SVProvider=Poisoner2026.02 | 0.0324 | 0.0002 | |
| PASVWeight Basis (b)=2, Provider=Anchor2026.02 | 0.0324 | 0.004 | |
| WSVProvider=FM2026.02 | 0.0306 | 0.0001 | |
| PASVWeight Basis (b)=8, Provider=Anchor2026.02 | 0.03 | 0.0045 | |
| PASVWeight Basis (b)=2, Provider=DDPM2026.02 | 0.0294 | 0.0029 | |
| WSVProvider=GAN2026.02 | 0.0283 | 0.0001 | |
| PASVWeight Basis (b)=8, Provider=DDPM2026.02 | 0.0274 | 0.0045 | |
| PSVProvider=GAN2026.02 | 0.0256 | 0.004 | |
| PASVWeight Basis (b)=8, Provider=FM2026.02 | 0.0255 | 0.0063 | |
| PSVProvider=DDPM2026.02 | 0.0242 | 0.0034 | |
| PASVWeight Basis (b)=2, Provider=FM2026.02 | 0.0241 | 0.0047 | |
| PSVProvider=DDIM2026.02 | 0.0238 | 0.003 | |
| PASVWeight Basis (b)=32, Provider=Anchor2026.02 | 0.0235 | 0.004 | |
| WSVProvider=DDIM2026.02 | 0.0232 | 0.0001 | |
| PASVWeight Basis (b)=32, Provider=FM2026.02 | 0.0229 | 0.0032 | |
| PASVWeight Basis (b)=2, Provider=DDIM2026.02 | 0.022 | 0.0032 | |
| PSVProvider=FM2026.02 | 0.0218 | 0.0031 | |
| PASVWeight Basis (b)=8, Provider=DDIM2026.02 | 0.0204 | 0.003 | |
| PASVWeight Basis (b)=32, Provider=DDIM2026.02 | 0.0194 | 0.0044 | |
| WSVProvider=Anchor2026.02 | 0.0186 | 0.0001 | |
| PSVProvider=Poisoner2026.02 | 0.0043 | 0.0014 | |
| WSVProvider=Poisoner2026.02 | 0.0034 | 0.0001 | |
| PASVWeight Basis (b)=32, Provider=Copier2026.02 | 0.0017 | 0.0007 | |
| PASVWeight Basis (b)=2, Provider=Poisoner2026.02 | 0.0009 | 0.001 | |
| PASVWeight Basis (b)=8, Provider=Copier2026.02 | 0.0002 | 0.0009 | |
| WSVProvider=Copier2026.02 | -0.0002 | 0.0001 | |
| PASVWeight Basis (b)=8, Provider=Poisoner2026.02 | -0.0022 | 0.0004 | |
| PASVWeight Basis (b)=32, Provider=Poisoner2026.02 | -0.0031 | 0.0005 | |
| PSVProvider=Copier2026.02 | -0.0045 | 0.0037 | |
| PASVWeight Basis (b)=2, Provider=Copier2026.02 | -0.0066 | 0.002 |