作者位次 #4/7ACL 2026Poster· Natural Language Processing
T raffic- R 1: Reinforced LLM s Bring Human-Like Reasoning to Traffic Signal Control Systems
Xingchen Zou · Yuhao Yang · Zheng Chen · Xixuan Hao · Yiqi Chen · Chao Huang · Yuxuan Liang
摘要
We introduce Traffic-R1, a 3B-parameter foundation model with human-like reasoning for Traffic signal control (TSC), developed via self-exploration and iterative reinforcement of LLM with expert guidance in a simulated traffic environment. Compared with traditional reinforcement learning and rece...