Traffic Signal Control on Hangzhou D_HZ(2)
250.87Average Travel Time (s)CoordLight
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CoordLight2026.03 | 250.87 | — | — | |
| CuraLighttype=LLM-Based Methods2026.04 | 262.14 | 25.03 | 118.8 | |
| DenseLight2026.03 | 272.27 | — | — | |
| GPT-5-minitype=Large-Scale AI Models2026.04 | 272.58 | 27.34 | 127.69 | |
| UniTSAtype=RL Methods2026.04 | 277.57 | 29.18 | 134.52 | |
| Qwen3-32Btype=Large-Scale AI Models2026.04 | 277.81 | 28.47 | 136.43 | |
| Llama-3-70Btype=Large-Scale AI Models2026.04 | 279.79 | 27.92 | 136.96 | |
| MPLight2026.03 | 282.14 | — | — | |
| Llama-4-Scouttype=Large-Scale AI Models2026.04 | 286.87 | 30.7 | 141.55 | |
| SocialLight2026.03 | 288.55 | — | — | |
| DeepSeek-R1-32Btype=Large-Scale AI Models2026.04 | 289.11 | 30.15 | 144.62 | |
| Advanced-MPLight2026.03 | 296.76 | — | — | |
| CoLight2026.03 | 297.26 | — | — | |
| DeepSeek-R1-14Btype=Large-Scale AI Models2026.04 | 299.13 | 31.43 | 150.38 | |
| Gemma-3-27b-ittype=Large-Scale AI Models2026.04 | 300.93 | 31.36 | 152.32 | |
| Advanced-CoLight2026.03 | 308.62 | — | — | |
| MaxPressuretype=Transportation Methods2026.04 | 313.02 | 38.09 | 170.36 | |
| Gemma-3-12b-ittype=Large-Scale AI Models2026.04 | 315.42 | 39.78 | 165.25 | |
| Advanced-MP2026.03 | 318.67 | — | — | |
| LLMLighttype=LLM-Based Methods2026.04 | 334.85 | 38.1 | 191.67 | |
| MaxPressure2026.03 | 348.98 | — | — | |
| Fixed-Time2026.03 | 359.44 | — | — | |
| π-Lighttype=RL Methods2026.04 | 384.65 | 44.38 | 189.86 | |
| MPLighttype=RL Methods2026.04 | 400.17 | 50.99 | 238.35 | |
| Traffic-R1type=LLM-Based Methods2026.04 | 405.43 | 55.16 | 280.87 | |
| AttendLighttype=RL Methods2026.04 | 411.16 | 59.45 | 309.19 | |
| PressLighttype=RL Methods2026.04 | 420.83 | 63.49 | 263.62 | |
| FixedTimetype=Transportation Methods2026.04 | 425.75 | 66.47 | 267.11 | |
| Advanced-CoLighttype=RL Methods2026.04 | 429.34 | 89.46 | 284.26 | |
| Efficient-CoLighttype=RL Methods2026.04 | 454.47 | 67.57 | 295.01 | |
| CoLighttype=RL Methods2026.04 | 458.43 | 87.7 | 311.5 | |
| Randomtype=Transportation Methods2026.04 | 579.36 | 83.66 | 432.14 |