Traffic Signal Control on Synthetic Acyclic Action
4.24Average Delay (s)3DQN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| 3DQN2025.12 | 4.24 | 1,785.6 | 19 | |
| SafeLight-Act2025.12 | 4.73 | 1,775.3 | 15.9 | |
| Syn-Q2025.12 | 8.54 | 1,753 | 5.7 | |
| CFLight-RCounterfactual Learning Module=Improved2025.12 | 8.67 | 1,802.8 | 2.5 | |
| CFLight-QCounterfactual Learning Module=Improved2025.12 | 8.87 | 1,781.3 | 4.6 | |
| Syn-R2025.12 | 9.25 | 1,784.8 | 3.5 | |
| CPO2025.12 | 22.16 | 1,760.2 | 13.2 | |
| CFLight-LossCounterfactual Learning Module=Improved2025.12 | 29.89 | 1,107.2 | 1.3 | |
| SafeLight-Loss2025.12 | 30.29 | 1,106.2 | 1.8 | |
| Fixed-time2025.12 | 31.22 | 1,782 | 7.6 |