Data Attribution Fidelity on MNIST
0.791Spearman Rho (AdamW Influence)AdamW-influence
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AdamW-influenceModel Architecture=CNN, LR=1e-52026.05 | 0.791 | — | 50 | |
| AdamW-influenceModel Architecture=MLP, LR=1e-52026.05 | 0.786 | — | 10 | |
| AdamW-influenceModel Architecture=CNN, LR=1e-42026.05 | 0.511 | — | 319 | |
| AdamW-influenceModel Architecture=MLP, LR=1e-42026.05 | 0.294 | — | 21 | |
| AdamW-influenceModel Architecture=MLP, LR=1e-32026.05 | 0.205 | — | 173 | |
| AdamW-influenceModel Architecture=CNN, LR=1e-32026.05 | 0.09 | — | 500 | |
| SGD-influenceModel Architecture=MLP, LR=1e-32026.05 | — | 0.075 | — | |
| SGD-influenceModel Architecture=MLP, LR=1e-42026.05 | — | 0.242 | — | |
| SGD-influenceModel Architecture=MLP, LR=1e-52026.05 | — | 0.715 | — | |
| SGD-influenceModel Architecture=CNN, LR=1e-32026.05 | — | 0.015 | — | |
| SGD-influenceModel Architecture=CNN, LR=1e-42026.05 | — | 0.122 | — | |
| SGD-influenceModel Architecture=CNN, LR=1e-52026.05 | — | 0.526 | — |