Traffic Signal Control on Jinan-1
56.1Avg Travel Time (ATT)C2T
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| C2T2026.04 | 56.1 | 13.1 | 19.4 | |
| Baseline2026.04 | 62.3 | 14.8 | 21.5 | |
| CuraLighttype=LLM-Based Methods2026.04 | 148.95 | 10.86 | 54.6 | |
| GPT-5-minitype=Large-Scale AI Models2026.04 | 149.23 | 11.05 | 53.16 | |
| Llama-4-Scouttype=Large-Scale AI Models2026.04 | 156.93 | 12.38 | 61.64 | |
| Gemma-3-27b-ittype=Large-Scale AI Models2026.04 | 158.46 | 12.78 | 65.45 | |
| Llama-3-70Btype=Large-Scale AI Models2026.04 | 158.61 | 11.49 | 64.28 | |
| Gemma-3-12b-ittype=Large-Scale AI Models2026.04 | 163.58 | 13.49 | 70.23 | |
| π-Lighttype=RL Methods2026.04 | 164.64 | 13.96 | 68.04 | |
| DeepSeek-R1-32Btype=Large-Scale AI Models2026.04 | 169.56 | 12.88 | 73.55 | |
| UniTSAtype=RL Methods2026.04 | 171.45 | 12.82 | 71.59 | |
| MaxPressuretype=Transportation Methods2026.04 | 199.26 | 14.35 | 96.68 | |
| DeepSeek-R1-14Btype=Large-Scale AI Models2026.04 | 207.25 | 18.92 | 115.23 | |
| LLMLighttype=LLM-Based Methods2026.04 | 235.01 | 18.13 | 134.2 | |
| LLMLightbackbone=GPT-42025.11 | 264.7 | 132.53 | 46.16 | |
| TPET2025.11 | 265.58 | 133.43 | 36.8 | |
| Maxpressure2025.11 | 265.75 | 133.9 | 40.2 | |
| CoLight2025.11 | 266.39 | 135.08 | 53.33 | |
| LLMLightbackbone=Llama3-70B2025.11 | 271.6 | 142.95 | 54.55 | |
| AttendLight2025.11 | 273.02 | 144.05 | 55.93 | |
| LLMLightbackbone=Qwen2-72B2025.11 | 274.33 | 144.95 | 54.94 | |
| PressLight2025.11 | 275.85 | 148.18 | 54.81 | |
| DGLightBackbone=Llama3-8b2026.04 | 275.92 | 162.64 | 47.17 | |
| LightGPTBackbone=Llama3-8b2026.04 | 277.38 | 164.6 | 48.68 | |
| JS-GRPO-h6Backbone=Llama3-8b2026.04 | 277.73 | 164.92 | 50.28 | |
| NeRM2025.11 | 278.45 | 149.2 | 55.1 | |
| JS-GRPO-h3Backbone=Llama3-8b2026.04 | 279.59 | 168.24 | 52.8 | |
| MPLighttype=RL Methods2026.04 | 285.7 | 25.21 | 178.55 | |
| MPLight2025.11 | 291.79 | 171.7 | 89.93 | |
| Traffic-R1type=LLM-Based Methods2026.04 | 308.88 | 33.65 | 239.46 | |
| AttendLighttype=RL Methods2026.04 | 319.22 | 67.05 | 246.16 | |
| LLMLightbackbone=Llama2-70B2025.11 | 320.41 | 210.13 | 100.9 | |
| Qwen3-32Btype=Large-Scale AI Models2026.04 | 326.47 | 39.57 | 248.02 | |
| PressLighttype=RL Methods2026.04 | 333.63 | 27.06 | 220.03 | |
| FixedTimetype=Transportation Methods2026.04 | 354.94 | 27.71 | 245.06 | |
| Advanced-CoLighttype=RL Methods2026.04 | 362.96 | 69.22 | 296.7 | |
| Efficient-CoLighttype=RL Methods2026.04 | 380.94 | 36.81 | 273.61 | |
| FixedTime2025.11 | 450.11 | 394.34 | 69.19 | |
| LLMLightbackbone=ChatGPT-3.52025.11 | 501.36 | 479.5 | 154.19 | |
| CoLighttype=RL Methods2026.04 | 532.24 | 50.49 | 426.82 | |
| Randomtype=Transportation Methods2026.04 | 538.07 | 45.1 | 431.61 | |
| Random2025.11 | 552.74 | 529.63 | 99.33 |