Anomaly Detection on CMS HT trigger Run 283408
66.7TPR (Combined)DSPOT
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DSPOTtraining_mode=continual test-time training2026.06 | 66.7 | 66.7 | 94 | 28.2 | 0.2 | 0.2 | 0.2 | 99.8 | 33.3 | 99.8 | 99.8 | 99.2 | 80 | 98.9 | 51 | |
| GFPO-FRtraining_mode=continual test-time training2026.06 | 65.6 | 65.6 | 97.8 | 33.4 | 0.3 | 0.3 | 0.3 | 99.7 | 34.4 | 99.8 | 99.7 | 99.3 | 79.1 | 98.7 | 49.9 | |
| PIDtraining_mode=continual test-time training2026.06 | 65.4 | 65.4 | 97.5 | 33.3 | 0.2 | 0.2 | 0.2 | 99.8 | 34.6 | 99.8 | 99.7 | 99.3 | 79 | 98.6 | 49.9 | |
| GFPO-Ftraining_mode=continual test-time training2026.06 | 65.4 | 65.4 | 97.6 | 33.2 | 0.2 | 0.2 | 0.2 | 99.8 | 34.6 | 99.7 | 99.7 | 99.3 | 79 | 98.6 | 49.8 | |
| DQNtraining_mode=continual test-time training2026.06 | 65.3 | 65.3 | 97.4 | 33.2 | 0.2 | 0.2 | 0.2 | 99.8 | 34.7 | 99.8 | 99.7 | 99.3 | 78.9 | 98.5 | 49.8 | |
| PPOtraining_mode=continual test-time training2026.06 | 65.3 | 65.3 | 97.7 | 33.3 | 0.2 | 0.2 | 0.2 | 99.8 | 34.7 | 99.8 | 99.7 | 99.3 | 79.1 | 98.7 | 49.8 | |
| GRPOtraining_mode=continual test-time training2026.06 | 65.3 | 65.3 | 97.5 | 33.1 | 0.2 | 0.2 | 0.2 | 99.8 | 34.7 | 99.8 | 99.8 | 99.3 | 78.9 | 98.6 | 49.6 | |
| L-GRPOtraining_mode=continual test-time training2026.06 | 65.3 | 65.3 | 97.6 | 33.2 | 0.2 | 0.2 | 0.2 | 99.8 | 34.7 | 99.8 | 99.7 | 99.2 | 78.9 | 98.6 | 48.7 | |
| CPOtraining_mode=continual test-time training2026.06 | 65.1 | 65.1 | 97.4 | 32.9 | 0.2 | 0.2 | 0.2 | 99.8 | 34.9 | 99.8 | 99.7 | 99.2 | 78.7 | 98.5 | 48.7 | |
| ADTtraining_mode=continual test-time training2026.06 | 64.9 | 64.9 | 97.8 | 33.3 | 0.3 | 0.3 | 0.3 | 99.7 | 35.1 | 99.8 | 99.7 | 99.2 | 79.1 | 98.8 | 49.9 | |
| Constant2026.06 | 56.8 | 56.8 | 91.3 | 22.3 | 0.1 | 0.1 | 0.1 | 99.9 | 43.2 | 99.9 | 99.9 | 99.4 | 72.4 | 95.4 | 36.4 |