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cs.AI2026
Explainable Reinforcement Learning for Adaptive Traffic Signal Control
Dickens Kwesiga, Nishu Choudhary, Angshuman Guin +1
Reinforcement Learning (RL) has emerged as a powerful paradigm for adaptive traffic signal control. However, in safety-critical infrastructure like traffic control, the opaque, bla…
cs.CE2026
Emergency Vehicle Preemption Strategies using Machine Learning to Optimize Traffic Operations
Somdut Roy, Michael Hunter, Abhilasha Saroj +1
Emergency response vehicles (ERVs), such as fire trucks, operate to save lives and mitigate property damage. Emergency vehicle preemption (EVP) is typically implemented to provide…
cs.LG2026
Evaluating the Robustness of Reinforcement Learning based Adaptive Traffic Signal Control
Dickens Kwesiga, Angshuman Guin, Khaled Abdelghany +1
Reinforcement learning (RL) has attracted increasing interest for adaptive traffic signal control due to its model-free ability to learn control policies directly from interaction…