Task-Incremental Valuation on MNIST CNN
1Spearman's RhoGlobal-MC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Global-MC2026.05 | 1 | 1 | 210,000 | |
| D-Shap2026.05 | 0.752 | 0.905 | 0.0003 | |
| Comple-S2026.05 | 0.708 | 0.937 | 54,000 | |
| TMC-Shapley2026.05 | 0.678 | 0.921 | 96,000 | |
| Amortized-S2026.05 | 0.376 | 0.809 | 0.068 | |
| Fast-DataShapley2026.05 | 0.13 | 0.126 | 0.051 |