Traffic Signal Control on Jinan (JN-3)
182.68Average Travel Time (ATT)CuraLight
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CuraLighttype=LLM-Based Methods2026.04 | 182.68 | 17.81 | 85.25 | |
| Gemma-3-27b-ittype=Large-Scale AI Models2026.04 | 197.32 | 19.78 | 95.79 | |
| UniTSAtype=RL Methods2026.04 | 200.75 | 18.18 | 96.27 | |
| Qwen3-32Btype=Large-Scale AI Models2026.04 | 205.3 | 21.56 | 208.28 | |
| Llama-4-Scouttype=Large-Scale AI Models2026.04 | 215.57 | 25.11 | 122.03 | |
| Llama-3-70Btype=Large-Scale AI Models2026.04 | 223.17 | 22.86 | 125.9 | |
| π-Lighttype=RL Methods2026.04 | 226.37 | 30.07 | 104.64 | |
| DeepSeek-R1-14Btype=Large-Scale AI Models2026.04 | 241.17 | 23.86 | 138.1 | |
| DGLightBackbone=Llama3-8b2026.04 | 262.16 | 129.77 | 43.53 | |
| LightGPTBackbone=Llama3-8b2026.04 | 262.67 | 130.65 | 44.98 | |
| JS-GRPO-h6Backbone=Llama3-8b2026.04 | 263.47 | 132.39 | 49.72 | |
| GPT-5-minitype=Large-Scale AI Models2026.04 | 264.11 | 33.14 | 174.6 | |
| JS-GRPO-h3Backbone=Llama3-8b2026.04 | 264.74 | 134.01 | 49.48 | |
| Gemma-3-12b-ittype=Large-Scale AI Models2026.04 | 273.66 | 37.21 | 150.28 | |
| MaxPressuretype=Transportation Methods2026.04 | 278.03 | 33.35 | 175.47 | |
| DeepSeek-R1-32Btype=Large-Scale AI Models2026.04 | 280.32 | 31.02 | 172.8 | |
| Traffic-R1type=LLM-Based Methods2026.04 | 287.78 | 35.43 | 228.91 | |
| MPLighttype=RL Methods2026.04 | 302.58 | 36.17 | 191.36 | |
| PressLighttype=RL Methods2026.04 | 331.65 | 38.12 | 220.51 | |
| FixedTimetype=Transportation Methods2026.04 | 371.43 | 36.47 | 259.37 | |
| Advanced-CoLighttype=RL Methods2026.04 | 380.06 | 72.16 | 309.39 | |
| Efficient-CoLighttype=RL Methods2026.04 | 402.07 | 44.78 | 288.11 | |
| AttendLighttype=RL Methods2026.04 | 446.17 | 72.81 | 383.95 | |
| CoLighttype=RL Methods2026.04 | 449.21 | 55.6 | 346.09 | |
| LLMLighttype=LLM-Based Methods2026.04 | 450.4 | 51.91 | 369.22 | |
| Randomtype=Transportation Methods2026.04 | 520.62 | 56.89 | 415.73 |