Anomaly Detection on NIPS-TS-WATER Under DTW-based Adversarial Attack, epsilon_att = 1.0
52.5F1 ScoreDTW-Certified Defense
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DTW-Certified DefenseDefense Method=DTW-certified defense, Attack Budget=1.0, Model Architecture=COUTA2026.05 | 52.5 | 92.7 | |
| lp-norm Certified DefenseDefense Method=lp-norm certified defense, Attack Budget=1.0, Model Architecture=COUTA2026.05 | 42.3 | 79.7 | |
| Undefended Base ModelDefense Method=None, Attack Budget=1.0, Model Architecture=COUTA2026.05 | 24 | 66.5 |