Traffic Signal Control on SUMO (Sudden Surge)
52.9Average Waiting TimeLLM-Augmented LSTM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LLM-Augmented LSTM2026.04 | 52.9 | 19.1 | 138.5 | 2.53 | 2,194 | 132.2 | |
| LSTM-Predictive2026.04 | 61.8 | 23.4 | 151.9 | 2.96 | 2,117 | 143.6 | |
| Rule-Based2026.04 | 70.4 | 27.2 | 164.3 | 3.31 | 2,041 | 154.8 | |
| Fixed-Time2026.04 | 82.7 | 31.5 | 181.6 | 3.74 | 1,958 | 168.9 |