Case Deletion Diagnostics on MNIST binary subsample (test)
4.2AUC-DEL ScoreTracInCP
Evaluation Results
| Method | Links | |
|---|---|---|
| TracInCP2023.10 | 4.2 | |
| Generalized RepresenterKernel=Inf-final, Importance=tracking2023.10 | 3.66 | |
| Generalized RepresenterKernel=NTK-middle, Importance=tracking2023.10 | 3.63 | |
| Generalized RepresenterKernel=NTK-final, Importance=tracking2023.10 | 3.52 | |
| Generalized RepresenterKernel=last layer-final, Importance=tracking2023.10 | 3.44 | |
| Generalized RepresenterKernel=NTK-init, Importance=tracking2023.10 | 3.18 | |
| Influence functionparameters=last-layer2023.10 | 2.56 | |
| Representer Point2023.10 | 2.51 | |
| Generalized RepresenterKernel=NTK-final, Importance=target derivative2023.10 | 2.41 | |
| Generalized RepresenterKernel=NTK-final, Importance=surrogate derivative2023.10 | 1.88 | |
| Random Selection2023.10 | -0.5 |