Image Classification on CIFAR-10 (Representation Probing Evaluation)
1.336TDI@0PGD-4/255†
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PGD-4/255†Backbone=ViT, epsilon=4/255, steps=20-step2026.04 | 1.336 | 2.91 | 67.3 | 94.8 | 86 | |
| VATBackbone=ViT, Description=Virtual Adversarial Training2026.04 | 1.276 | 5.01 | 78.75 | 85.8 | 71 | |
| B0 (ERM)Backbone=ViT, Description=Standard ERM2026.04 | 1.093 | 34.58 | 68.2 | 76.8 | 52 | |
| E1_no_pmhBackbone=ViT, Description=Architecture without PMH matching term2026.04 | 1.074 | 13.09 | 78.65 | 93.7 | 86 | |
| E1 (PMH)Backbone=ViT, sigma=0.1, ramp=cosine, cap=0.302026.04 | 0.904 | 8.08 | 79.55 | 91.6 | 83 |