most citedTowards Multi-agent Reinforcement Learning based Traffic Signal Control through Spatio-temporal Hypergraphs

25 citations · 27 across the 6 of their papers we have counts for

collaborators

6 papers

cs.DC2025

A Semi-Supervised Federated Learning Framework with Hierarchical Clustering Aggregation for Heterogeneous Satellite Networks

Zhuocheng Liu, Zhishu Shen, Qiushi Zheng +3

Low Earth Orbit (LEO) satellites are emerging as key components of 6G networks, with many already deployed to support large-scale Earth observation and sensing related tasks. Feder…

cs.DC2025★ 1 cited

Intelligent Task Management via Dynamic Multi-region Division in LEO Satellite Networks

Zixuan Song, Zhishu Shen, Xiaoyu Zheng +3

As a key complement to terrestrial networks and a fundamental component of future 6G systems, Low Earth Orbit (LEO) satellite networks are expected to provide high-quality communic…

cs.DC2024

Collaborative UAVs Multi-task Video Processing Optimization Based on Enhanced Distributed Actor-Critic Networks

Ziqi Rong, Qiushi Zheng, Zhishu Shen +4

With the rapid advancement of the Internet of Things (IoT) and Artificial Intelligence (AI), intelligent information services are being increasingly integrated across various secto…

cs.MA2024★ 1 cited

DHLight: Multi-agent Policy-based Directed Hypergraph Learning for Traffic Signal Control

Zhen Lei, Zhishu Shen, Kang Wang +2

Recent advancements in Deep Reinforcement Learning (DRL) and Graph Neural Networks (GNNs) have demonstrated notable promise in the realm of intelligent traffic signal control, faci…

cs.LG2024

CHASE: A Causal Hypergraph based Framework for Root Cause Analysis in Multimodal Microservice Systems

Ziming Zhao, Zhenwei Wang, Tiehua Zhang +7

In recent years, the widespread adoption of distributed microservice architectures within the industry has significantly increased the demand for enhanced system availability and r…

cs.MA2024★ 25 cited

Towards Multi-agent Reinforcement Learning based Traffic Signal Control through Spatio-temporal Hypergraphs

Kang Wang, Zhishu Shen, Zhen Lei +1

Traffic signal control systems (TSCSs) are integral to intelligent traffic management, fostering efficient vehicle flow. Traditional approaches often simplify road networks into st…