Anomaly Detection on UCR-1 Under DTW-based Adversarial Attack, epsilon_att = 1.0
94.8F1 ScoreDTW-Certified Defense
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DTW-Certified DefenseDefense Method=DTW-certified defense, Attack Budget=1.0, Model Architecture=COUTA2026.05 | 94.8 | 0.998 | |
| lp-norm Certified DefenseDefense Method=lp-norm certified defense, Attack Budget=1.0, Model Architecture=COUTA2026.05 | 76.1 | 0.893 | |
| Undefended Base ModelDefense Method=None, Attack Budget=1.0, Model Architecture=COUTA2026.05 | 8.4 | 0.846 |