notesum.ai
Published at October 18CoMAL: Collaborative Multi-Agent Large Language Models for Mixed-Autonomy Traffic
stat.ML
cs.AI
cs.LG
Released Date: October 18, 2024
Authors: Huaiyuan Yao1, Longchao Da1, Vishnu Nandam1, Justin Turnau1, Zhiwei Liu2, Linsey Pang2, Hua Wei1
Aff.: 1Arizona State University; 2Salesforce

| Metric | Model | FE 0 | FE 1 | FE 2 | Ring 0 | Ring 1 | Ring 2 | Merge 0 | Merge 1 | Merge 2 | Merge 3 | Merge 4 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Avg | Human Driver | 5.61 | 5.61 | 5.61 | 2.88 | 2.88 | 2.88 | 6.40 | 6.40 | 6.40 | 6.40 | 6.40 |
| CoMAL | 6.40 | 6.47 | 6.29 | 2.86 | 2.85 | 2.87 | 6.59 | 7.40 | 7.42 | 7.86 | 8.83 | |
| Std | Human Driver | 4.55 | 4.55 | 4.55 | 0.79 | 0.79 | 0.79 | 3.12 | 3.12 | 3.12 | 3.12 | 3.12 |
| CoMAL | 1.74 | 1.77 | 2.24 | 0.29 | 0.26 | 0.31 | 2.88 | 2.91 | 2.61 | 2.47 | 2.70 |