Attribution Adversarial Sensitivity on CIFAR10 32x32 (test)
57VGrad Sensitivity ScoreExplicit Curv. Reg. (ECR)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Explicit Curv. Reg. (ECR)Architecture=ResNet182026.05 | 57 | — | 13 | 55 | 7 | 43 | |
| Sharp. Aware Min. (SAM)Architecture=ResNet182026.05 | 45 | — | 13 | 43 | 7 | 34 | |
| No Regularization (Base)Architecture=ResNet182026.05 | 35 | — | 11 | 27 | 6 | 16 | |
| No Regularization (Base)Architecture=ViT-Tiny (d=6)2026.05 | 29 | — | 10 | 28 | 8 | 21 | |
| Ante-hoc Act. Reg. (AAR)Architecture=ViT-Tiny (d=6)2026.05 | 28 | — | 9 | 29 | 7 | 28 | |
| Post-hoc Act. Reg. (PAR)Architecture=ViT-Tiny (d=6)2026.05 | 28 | — | 10 | 29 | 7 | 28 | |
| Sharp. Aware Min. (SAM)Architecture=ViT-Tiny (d=6)2026.05 | 26 | — | 10 | 25 | 8 | 26 | |
| Adv. Trainig Reg. (ATR)Architecture=ViT-Tiny (d=6)2026.05 | 25 | — | 6 | 24 | 5 | 25 | |
| Implicit Curv. Reg. (ICR)Architecture=ResNet182026.05 | 24 | — | 14 | 8 | 13 | 5 | |
| Explicit Curv. Reg. (ECR)Architecture=ViT-Tiny (d=6)2026.05 | 22 | — | 9 | 19 | 7 | 22 | |
| Implicit Curv. Reg. (ICR†)Architecture=ViT-Tiny + Unnormalized Kernelized Attention (Kern.)2026.05 | 22 | — | 11 | 10 | 8 | 22 | |
| Adv. Trainig Reg. (ATR)Architecture=ResNet182026.05 | 18 | — | 7 | 7 | 7 | 2 | |
| Implicit Curv. Reg. (ICR†)Architecture=ViT-Tiny (d=6)2026.05 | 15 | — | 11 | 14 | 8 | 15 | |
| Ante-hoc Act. Reg. (AAR)Architecture=ResNet182026.05 | 8 | — | 4 | 6 | 4 | 8 | |
| Post-hoc Act. Reg. (PAR)Architecture=ResNet182026.05 | 2 | — | 2 | 1 | 3 | 2 |