Traffic Signal Control on SUMO Balanced
29.8Average Waiting Time (s)LLM-Augmented LSTM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LLM-Augmented LSTM2026.04 | 29.8 | 9.1 | 98.7 | 1.71 | 1,852 | 82.9 | |
| LSTM-Predictive2026.04 | 31.4 | 9.8 | 101.6 | 1.82 | 1,835 | 84.7 | |
| Rule-Based2026.04 | 36.9 | 11.7 | 109.2 | 2.05 | 1,788 | 90.3 | |
| Fixed-Time2026.04 | 42.6 | 13.8 | 118.4 | 2.31 | 1,742 | 96.5 |