no code implementations • 1 Apr 2024 • Liwen Zhu, Peixi Peng, Zongqing Lu, Yonghong Tian
Traffic signal control has a great impact on alleviating traffic congestion in modern cities.
1 code implementation • 4 Feb 2024 • Shuang Wu, Liwen Zhu, Tao Yang, Shiwei Xu, Qiang Fu, Yang Wei, Haobo Fu
This paper presents an innovative framework that integrates Large Language Models (LLMs) with an external Thinker module to enhance the reasoning capabilities of LLM-based agents.
no code implementations • 26 Sep 2022 • Ziluo Ding, Kefan Su, Weixin Hong, Liwen Zhu, Tiejun Huang, Zongqing Lu
Communication helps agents to obtain information about others so that better coordinated behavior can be learned.
no code implementations • 29 Sep 2021 • Ziluo Ding, Weixin Hong, Liwen Zhu, Tiejun Huang, Zongqing Lu
Agents determine the priority of decision-making by comparing the value of intention.
3 code implementations • 4 Jan 2021 • Liwen Zhu, Peixi Peng, Zongqing Lu, Xiangqian Wang, Yonghong Tian
To make the policy learned from a training scenario generalizable to new unseen scenarios, a novel Meta Variationally Intrinsic Motivated (MetaVIM) RL method is proposed to learn the decentralized policy for each intersection that considers neighbor information in a latent way.