Anomaly Detection on CMS Run 283408 (real collision data)
68.8TPR (Combined)DSPOT
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DSPOTTrigger=AD, Zero-shot transfer=true2026.06 | 68.8 | 68.8 | 81 | 56.7 | 0.2 | 0.2 | 0.2 | 99.8 | 31.2 | 99.8 | 99.7 | 99.6 | 81.5 | 89.3 | 72.2 | |
| DSPOTTrigger=HT, Zero-shot transfer=true2026.06 | 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-FRTrigger=HT, Zero-shot transfer=true2026.06 | 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 | |
| PIDTrigger=HT, Zero-shot transfer=true2026.06 | 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 | |
| L-GRPOTrigger=HT, Zero-shot transfer=true2026.06 | 65.4 | 65.4 | 97.7 | 33.2 | 0.2 | 0.2 | 0.2 | 99.8 | 34.6 | 99.8 | 99.7 | 99.2 | 79 | 98.7 | 49 | |
| GFPO-FTrigger=HT, Zero-shot transfer=true2026.06 | 65.4 | 65.4 | 97.7 | 33.2 | 0.2 | 0.2 | 0.2 | 99.8 | 34.6 | 99.8 | 99.7 | 99.3 | 79.1 | 98.7 | 49.9 | |
| DQNTrigger=HT, Zero-shot transfer=true2026.06 | 65.3 | 65.3 | 97.5 | 33.1 | 0.2 | 0.2 | 0.2 | 99.8 | 34.7 | 99.8 | 99.7 | 99.3 | 79 | 98.6 | 49.6 | |
| PPOTrigger=HT, Zero-shot transfer=true2026.06 | 65.3 | 65.3 | 97.5 | 33.1 | 0.2 | 0.2 | 0.2 | 99.8 | 34.7 | 99.8 | 99.7 | 99.3 | 79 | 98.6 | 49.6 | |
| GRPOTrigger=HT, Zero-shot transfer=true2026.06 | 65.3 | 65.3 | 97.5 | 33.1 | 0.2 | 0.2 | 0.2 | 99.8 | 34.7 | 99.8 | 99.7 | 99.3 | 78.9 | 98.6 | 49.8 | |
| CPOTrigger=HT, Zero-shot transfer=true2026.06 | 65.1 | 65.1 | 97.4 | 32.9 | 0.2 | 0.2 | 0.2 | 99.75 | 34.9 | 99.8 | 99.7 | 99.2 | 78.7 | 98.5 | 48.7 | |
| ADTTrigger=HT, Zero-shot transfer=true2026.06 | 64.9 | 64.9 | 97.1 | 32.8 | 0.2 | 0.2 | 0.2 | 99.8 | 35.1 | 99.8 | 99.8 | 99.3 | 78.7 | 98.4 | 49.3 | |
| L-GRPOTrigger=AD, Zero-shot transfer=true2026.06 | 59.5 | 59.5 | 75.7 | 43.3 | 0.2 | 0.2 | 0.2 | 99.8 | 40.5 | 99.8 | 99.7 | 99.3 | 74.5 | 85.9 | 58.9 | |
| CPOTrigger=AD, Zero-shot transfer=true2026.06 | 59.4 | 59.4 | 75.6 | 43.2 | 0.2 | 0.2 | 0.2 | 99.8 | 40.6 | 99.8 | 99.7 | 99.3 | 74 | 85.9 | 58.6 | |
| PPOTrigger=AD, Zero-shot transfer=true2026.06 | 58.4 | 58.4 | 76.2 | 40.6 | 0.3 | 0.3 | 0.3 | 99.7 | 41.6 | 99.8 | 99.7 | 99.4 | 73.7 | 86.4 | 57.7 | |
| GFPO-FRTrigger=AD, Zero-shot transfer=true2026.06 | 58.1 | 58.1 | 75.9 | 40.3 | 0.2 | 0.2 | 0.2 | 99.8 | 41.9 | 99.8 | 99.7 | 99.4 | 73.4 | 86.2 | 57.3 | |
| GFPO-FTrigger=AD, Zero-shot transfer=true2026.06 | 58 | 58 | 75.8 | 40.2 | 0.2 | 0.2 | 0.2 | 99.8 | 42 | 99.8 | 99.7 | 99.4 | 73.4 | 86.1 | 57.3 | |
| ADTTrigger=AD, Zero-shot transfer=true2026.06 | 57.9 | 57.9 | 75.8 | 39.9 | 0.3 | 0.3 | 0.3 | 99.7 | 42.1 | 99.8 | 99.7 | 99.4 | 73.3 | 86.1 | 57 | |
| GRPOTrigger=AD, Zero-shot transfer=true2026.06 | 57.4 | 57.4 | 75.6 | 39.1 | 0.2 | 0.2 | 0.2 | 99.8 | 42.6 | 99.8 | 99.7 | 99.4 | 72.8 | 86 | 56.1 | |
| PIDTrigger=AD, Zero-shot transfer=true2026.06 | 57.3 | 57.3 | 75.3 | 39.2 | 0.2 | 0.2 | 0.2 | 99.8 | 42.7 | 99.8 | 99.7 | 99.4 | 72.8 | 85.8 | 56.3 | |
| DQNTrigger=AD, Zero-shot transfer=true2026.06 | 57 | 57 | 75.1 | 39 | 0.2 | 0.2 | 0.2 | 99.8 | 43 | 99.8 | 99.7 | 99.4 | 72.6 | 85.7 | 56 | |
| ConstantTrigger=HT, Zero-shot transfer=true2026.06 | 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 | |
| ConstantTrigger=AD, Zero-shot transfer=true2026.06 | 42.3 | 42.3 | 62.5 | 22.1 | 0.1 | 0.1 | 0.1 | 99.9 | 57.7 | 99.9 | 99.8 | 99.5 | 59.4 | 76.9 | 36.2 |