Traffic Signal Control on Jinan-2
53Average Travel Time (ATT)C2T
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| C2T2026.04 | 53 | 11.8 | 17.9 | |
| Baseline2026.04 | 58.9 | 13.1 | 19.7 | |
| GPT-5-minitype=Large-Scale AI Models2026.04 | 176.52 | 17.47 | 81.75 | |
| Llama-4-Scouttype=Large-Scale AI Models2026.04 | 184.1 | 17.97 | 84.59 | |
| Qwen3-32Btype=Large-Scale AI Models2026.04 | 185.09 | 17.57 | 90.07 | |
| UniTSAtype=RL Methods2026.04 | 186.75 | 15.74 | 84.45 | |
| CoordLight2026.03 | 198.21 | — | — | |
| DeepSeek-R1-14Btype=Large-Scale AI Models2026.04 | 198.3 | 17.68 | 100.31 | |
| DeepSeek-R1-32Btype=Large-Scale AI Models2026.04 | 199.82 | 18.05 | 103.37 | |
| Llama-3-70Btype=Large-Scale AI Models2026.04 | 200.51 | 18.42 | 104.3 | |
| π-Lighttype=RL Methods2026.04 | 202.89 | 24.71 | 87.28 | |
| SocialLight2026.03 | 211.75 | — | — | |
| CuraLighttype=LLM-Based Methods2026.04 | 212.19 | 13.06 | 116.6 | |
| MaxPressuretype=Transportation Methods2026.04 | 214.72 | 16.96 | 107.22 | |
| DenseLight2026.03 | 215.82 | — | — | |
| Gemma-3-27b-ittype=Large-Scale AI Models2026.04 | 223.06 | 16.95 | 84.41 | |
| Advanced-MPLight2026.03 | 230.92 | — | — | |
| Advanced-CoLight2026.03 | 234.03 | — | — | |
| CoLight2026.03 | 237.14 | — | — | |
| Advanced-MP2026.03 | 238.62 | — | — | |
| Gemma-3-12b-ittype=Large-Scale AI Models2026.04 | 242.15 | 20.35 | 94.45 | |
| MaxPressure2026.03 | 245.38 | — | — | |
| MPLight2026.03 | 259.1 | — | — | |
| DGLightBackbone=Llama3-8b2026.04 | 269.68 | 103.51 | 43.78 | |
| LightGPTBackbone=Llama3-8b2026.04 | 270.14 | 103.77 | 44.1 | |
| LLMLightbackbone=GPT-42025.11 | 271.34 | 105.22 | 47.55 | |
| JS-GRPO-h3Backbone=Llama3-8b2026.04 | 271.59 | 105.43 | 47.57 | |
| TPET2025.11 | 271.67 | 105.3 | 35.08 | |
| JS-GRPO-h6Backbone=Llama3-8b2026.04 | 271.89 | 105.83 | 46.59 | |
| Maxpressure2025.11 | 273.2 | 106.58 | 38.25 | |
| CoLight2025.11 | 274.77 | 108.28 | 54.14 | |
| LLMLightbackbone=Llama3-70B2025.11 | 277.49 | 112.86 | 51.76 | |
| LLMLightbackbone=Qwen2-72B2025.11 | 277.78 | 112.13 | 53.12 | |
| AttendLight2025.11 | 280.94 | 115.52 | 52.46 | |
| PressLight2025.11 | 281.46 | 115.99 | 47.27 | |
| NeRM2025.11 | 288.7 | 123.6 | 54.8 | |
| Fixed-Time2026.03 | 289.74 | — | — | |
| MPLight2025.11 | 304.51 | 142.25 | 90.91 | |
| MPLighttype=RL Methods2026.04 | 304.76 | 29.99 | 193.77 | |
| Advanced-CoLighttype=RL Methods2026.04 | 309.55 | 73.77 | 248.83 | |
| Traffic-R1type=LLM-Based Methods2026.04 | 323.01 | 27.92 | 263.98 | |
| LLMLightbackbone=Llama2-70B2025.11 | 324.52 | 162.34 | 99.87 | |
| PressLighttype=RL Methods2026.04 | 335.98 | 36.79 | 225.83 | |
| LLMLighttype=LLM-Based Methods2026.04 | 343.01 | 34.2 | 250.47 | |
| AttendLighttype=RL Methods2026.04 | 348.91 | 69.88 | 295.6 | |
| FixedTimetype=Transportation Methods2026.04 | 363.13 | 33.13 | 252 | |
| CoLighttype=RL Methods2026.04 | 394.93 | 47.61 | 289.64 | |
| Efficient-CoLighttype=RL Methods2026.04 | 403.01 | 42.44 | 288.57 | |
| FixedTime2025.11 | 441.19 | 294.14 | 66.72 | |
| Randomtype=Transportation Methods2026.04 | 500.11 | 56.63 | 403.28 | |
| LLMLightbackbone=ChatGPT-3.52025.11 | 524.81 | 393.21 | 179.34 | |
| Random2025.11 | 555.23 | 428.38 | 100.4 |