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cs.LG2026

Emergency Preemption Without Online Exploration: A Decision Transformer Approach

Haoran Su, Hanxiao Deng, Yandong Sun

Emergency vehicle (EV) response time is a critical determinant of survival outcomes, yet deployed signal preemption strategies remain reactive and uncontrollable. We propose a retu…

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…