2 papers
eess.SY2026
LightSim: A Lightweight Cell Transmission Model Simulator for Traffic Signal Control Research
Haoran Su, Hanxiao Deng
Reinforcement learning for traffic signal control is bottlenecked by simulators: training in SUMO takes hours, reproducing results often requires days of platform-specific setup, a…
cs.LG2026
Spatiotemporal Decision Transformer for Traffic Coordination
Haoran Su, Yandong Sun, Hanxiao Deng
Traffic signal control is a critical challenge in urban transportation, requiring coordination among multiple intersections to optimize network-wide traffic flow. While reinforceme…