Traffic Signal Control on Hangzhou (HZ-1)
65.1Average Travel Time (ATT)C2T
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| C2T2026.04 | 65.1 | 14.9 | 22 | |
| Baseline2026.04 | 71.4 | 16.3 | 24.2 | |
| CuraLighttype=LLM-Based Methods2026.04 | 238.74 | 20.65 | 99.68 | |
| GPT-5-minitype=Large-Scale AI Models2026.04 | 239.34 | 24.47 | 101.33 | |
| Llama-4-Scouttype=Large-Scale AI Models2026.04 | 244.95 | 22.04 | 106.35 | |
| Llama-3-70Btype=Large-Scale AI Models2026.04 | 247.14 | 21.76 | 110.12 | |
| DeepSeek-R1-32Btype=Large-Scale AI Models2026.04 | 248.72 | 21.69 | 111.84 | |
| Qwen3-32Btype=Large-Scale AI Models2026.04 | 251.52 | 22.23 | 113.6 | |
| UniTSAtype=RL Methods2026.04 | 255.48 | 23.8 | 115.13 | |
| MaxPressuretype=Transportation Methods2026.04 | 257.82 | 21.03 | 112.05 | |
| Gemma-3-27b-ittype=Large-Scale AI Models2026.04 | 267.44 | 24.52 | 126.67 | |
| Gemma-3-12b-ittype=Large-Scale AI Models2026.04 | 269.42 | 30.13 | 130.64 | |
| DeepSeek-R1-14Btype=Large-Scale AI Models2026.04 | 274.66 | 33.01 | 139.82 | |
| LightGPTBackbone=Llama3-8b2026.04 | 316.12 | 61.02 | 53.84 | |
| DGLightBackbone=Llama3-8b2026.04 | 316.59 | 61.08 | 54.43 | |
| JS-GRPO-h3Backbone=Llama3-8b2026.04 | 317.48 | 61.89 | 55.04 | |
| JS-GRPO-h6Backbone=Llama3-8b2026.04 | 317.95 | 61.93 | 53.94 | |
| LLMLighttype=LLM-Based Methods2026.04 | 328.34 | 34.17 | 190.71 | |
| π-Lighttype=RL Methods2026.04 | 328.95 | 33.08 | 153.07 | |
| Traffic-R1type=LLM-Based Methods2026.04 | 343.72 | 40.52 | 222.25 | |
| PressLighttype=RL Methods2026.04 | 378.67 | 45.46 | 222.43 | |
| MPLighttype=RL Methods2026.04 | 387.39 | 45.64 | 226.71 | |
| Advanced-CoLighttype=RL Methods2026.04 | 438.32 | 85.67 | 310.35 | |
| Efficient-CoLighttype=RL Methods2026.04 | 446.45 | 62.61 | 293.9 | |
| FixedTimetype=Transportation Methods2026.04 | 473 | 70.32 | 311.45 | |
| CoLighttype=RL Methods2026.04 | 483.14 | 73.67 | 337.13 | |
| AttendLighttype=RL Methods2026.04 | 491.44 | 113.97 | 389.2 | |
| Randomtype=Transportation Methods2026.04 | 549.15 | 79.56 | 412.62 |