Image Classification on MNIST (Clean Accuracy, Adversarial Accuracy, AURAC)
94.9Clean AccuracyVanilla
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Vanilla2026.05 | 94.9 | 31.7 | 61.5 | 56,000 | |
| SelectiveSelective Mechanism=on2026.05 | 94.9 | 26.7 | 53 | 95,000 | |
| AdvTrainAdversarial Training=off2026.05 | 94.5 | 0 | 14.8 | 103,000 | |
| SelectiveSelective Mechanism=off2026.05 | 94.5 | 26.3 | 53.6 | 94,000 | |
| Two-Stage Sel.2026.05 | 94.5 | 45.8 | 64.5 | 89,000 | |
| Sep-Aware2026.05 | 94.2 | 25.1 | 51.9 | 111,000 | |
| AdvTrainAdversarial Training=on2026.05 | 94.1 | 21.1 | 51.2 | 111,000 |