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cs.MA2025
Multi-Objective Reinforcement Learning for Large-Scale Mixed Traffic Control
Iftekharul Islam, Weizi Li
Effective mixed traffic control requires balancing efficiency, fairness, and safety. Existing approaches excel at optimizing efficiency and enforcing safety constraints but lack me…
cs.MA2025
Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning
Muyang Fan, Songyang Liu, Shuai Li +1
Traffic congestion remains a major challenge for modern urban transportation, diminishing both efficiency and quality of life. While autonomous driving technologies and reinforceme…
cs.MA2024
Heterogeneous Mixed Traffic Control and Coordination
Iftekharul Islam, Weizi Li, Xuan Wang +2
Urban intersections with diverse vehicle types, from small cars to large semi-trailers, pose significant challenges for traffic control. This study explores how robot vehicles (RVs…