Traffic Signal Control on SUMO Directional Peak
43.6Avg. Waiting Time (s)LLM-Augmented LSTM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LLM-Augmented LSTM2026.04 | 43.6 | 15.2 | 122.7 | 2.19 | 2,215 | 116.3 | |
| LSTM-Predictive2026.04 | 48.2 | 17.1 | 129.5 | 2.41 | 2,168 | 121.9 | |
| Rule-Based2026.04 | 57.5 | 20.9 | 141.3 | 2.78 | 2,096 | 132.4 | |
| Fixed-Time2026.04 | 68.3 | 24.6 | 156.8 | 3.12 | 2,014 | 142.7 |