High-value data removal on CIFAR10 binarized (test)
3.46AUC (Data Elimination Impact)Generalized Representer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Generalized RepresenterKernel=Inf-final, Importance=tracking2023.10 | 3.46 | — | |
| Generalized RepresenterKernel=NTK-final, Importance=tracking2023.10 | 3.26 | — | |
| Influence functionparameters=last-layer2023.10 | 3.02 | — | |
| TracInCP2023.10 | 2.84 | — | |
| Generalized RepresenterKernel=NTK-final, Importance=target derivative2023.10 | 2.81 | — | |
| Generalized RepresenterKernel=NTK-middle, Importance=tracking2023.10 | 2.67 | — | |
| Generalized RepresenterKernel=NTK-final, Importance=surrogate derivative2023.10 | 2.27 | — | |
| Generalized RepresenterKernel=last layer-final, Importance=tracking2023.10 | 2.26 | — | |
| Representer Point2023.10 | 1.65 | — | |
| Generalized RepresenterKernel=NTK-init, Importance=tracking2023.10 | 1.35 | — | |
| Random Selection2023.10 | 0.136 | — | |
| Beta ShapleyClassifier=Logistic Regression2022.11 | — | 0.062 | |
| Beta ShapleyClassifier=SVM-RBF2022.11 | — | 0.069 | |
| CS-SHAPLEYClassifier=Logistic Regression2022.11 | — | 0.119 | |
| CS-SHAPLEYClassifier=SVM-RBF2022.11 | — | 0.114 | |
| Leave-One-OutClassifier=Logistic Regression2022.11 | — | 0.059 | |
| Leave-One-OutClassifier=SVM-RBF2022.11 | — | 0.089 | |
| TMC-ShapleyClassifier=Logistic Regression2022.11 | — | 0.108 | |
| TMC-ShapleyClassifier=SVM-RBF2022.11 | — | 0.098 |