2 papers
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.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…