6 citations · 7 across the 3 of their papers we have counts for
3 papers
cs.AI2023
Real-Time Network-Level Traffic Signal Control: An Explicit Multiagent Coordination Method
Wanyuan Wang, Tianchi Qiao, Jinming Ma +4
Efficient traffic signal control (TSC) has been one of the most useful ways for reducing urban road congestion. Key to the challenge of TSC includes 1) the essential of real-time s…
cs.LG2023★ 1 cited
Effective Multimodal Reinforcement Learning with Modality Alignment and Importance Enhancement
Jinming Ma, Feng Wu, Yingfeng Chen +2
Many real-world applications require an agent to make robust and deliberate decisions with multimodal information (e.g., robots with multi-sensory inputs). However, it is very chal…
cs.MA2022★ 6 cited
Feudal Multi-Agent Reinforcement Learning with Adaptive Network Partition for Traffic Signal Control
Jinming Ma, Feng Wu
Multi-agent reinforcement learning (MARL) has been applied and shown great potential in multi-intersections traffic signal control, where multiple agents, one for each intersection…