Trigger Control on CMS real collision data (AD trigger)
0.022MAEGFPO-F
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GFPO-FTransfer Setting=zero-shot, Fine-tuning=False2026.06 | 0.022 | 0.057 | 0.689 | 75.562 | 40.083 | 76.239 | 42.533 | |
| GFPO-FRTransfer Setting=zero-shot, Fine-tuning=False2026.06 | 0.025 | 0.06 | 0.608 | 75.582 | 40.309 | 76.515 | 44.477 | |
| DQNTransfer Setting=zero-shot, Fine-tuning=False2026.06 | 0.027 | 0.06 | 0.527 | 75.093 | 39.93 | 76.013 | 44.178 | |
| PPOTransfer Setting=zero-shot, Fine-tuning=False2026.06 | 0.027 | 0.061 | 0.541 | 75.059 | 39.7 | 75.601 | 43.153 | |
| GRPOTransfer Setting=zero-shot, Fine-tuning=False2026.06 | 0.027 | 0.061 | 0.541 | 75.059 | 39.7 | 75.601 | 43.153 | |
| L-GRPOTransfer Setting=zero-shot, Fine-tuning=False2026.06 | 0.027 | 0.063 | 0.541 | 75.059 | 39.703 | 75.597 | 43.154 | |
| CPOTransfer Setting=zero-shot, Fine-tuning=False2026.06 | 0.027 | 0.061 | 0.541 | 75.059 | 39.703 | 75.597 | 43.155 | |
| ADTTransfer Setting=zero-shot, Fine-tuning=False2026.06 | 0.028 | 0.067 | 0.541 | 75.011 | 39.51 | 75.614 | 42.93 | |
| DQN-FTransfer Setting=zero-shot, Fine-tuning=False2026.06 | 0.029 | 0.064 | 0 | 62.55 | 14.4 | — | — | |
| PIDTransfer Setting=zero-shot, Fine-tuning=False2026.06 | 0.035 | 0.08 | 0.405 | 75.053 | 39.191 | 76.21 | 44.573 | |
| DSPOTTransfer Setting=zero-shot, Fine-tuning=False2026.06 | 0.106 | 0.087 | 0.419 | 74.622 | 38.297 | 75.387 | 41.843 | |
| ConstantTransfer Setting=zero-shot, Fine-tuning=False2026.06 | 0.142 | 0.195 | 0 | 62.548 | 14.399 | — | — |