Single-trigger control on CMS Run 283408 (test-time fine-tuned)
0.021MAEGFPO-F
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GFPO-Ftest-time training=true2026.06 | 0.021 | 0.053 | 67.6 | 75.64 | 40.37 | 76.183 | 42.91 | |
| DQNtest-time training=true2026.06 | 0.027 | 0.06 | 52.7 | 74.971 | 39.66 | 75.743 | 43.621 | |
| PPOtest-time training=true2026.06 | 0.027 | 0.061 | 54 | 75.06 | 39.7 | 75.6 | 43.15 | |
| ADTtest-time training=true2026.06 | 0.027 | 0.063 | 52 | 75.011 | 39.51 | 75.614 | 42.93 | |
| GRPOtest-time training=true2026.06 | 0.027 | 0.061 | 54.1 | 75.059 | 39.7 | 75.601 | 43.153 | |
| L-GRPOtest-time training=true2026.06 | 0.027 | 0.061 | 54.1 | 75.059 | 39.68 | 75.597 | 43.52 | |
| CPOtest-time training=true2026.06 | 0.027 | 0.061 | 54.1 | 75.059 | 39.703 | 75.6 | 43.15 | |
| GFPO-FRtest-time training=true2026.06 | 0.027 | 0.06 | 59.5 | 75.58 | 40.24 | 76.397 | 44.163 | |
| PIDtest-time training=true2026.06 | 0.035 | 0.08 | 40.5 | 75.053 | 39.191 | 76.21 | 44.573 | |
| DSPOTtest-time training=true2026.06 | 0.104 | 0.18 | 13.5 | 67.843 | 27.225 | 80.979 | 56.686 | |
| Constanttest-time training=true2026.06 | 0.142 | 0.195 | 0 | 62.548 | 14.399 | — | — | |
| DQN-Ftest-time training=true2026.06 | 0.142 | 0.195 | 0 | 62.548 | 14.399 | — | — |