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cs.AI 1

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2026 1

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CONDITIONAL 1

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Explainable Reinforcement Learning for Adaptive Traffic Signal Control

cs.AI · 2026-07-04 · conditional · novelty 6.0

Entity embeddings of lanes and phases plus hierarchical attention and action masking yield an explainable PPO traffic-signal controller that matches or beats baselines on delay while producing attention maps aligned with queue and phase logic.

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  • Explainable Reinforcement Learning for Adaptive Traffic Signal Control cs.AI · 2026-07-04 · conditional · none · ref 12

    Entity embeddings of lanes and phases plus hierarchical attention and action masking yield an explainable PPO traffic-signal controller that matches or beats baselines on delay while producing attention maps aligned with queue and phase logic.