CuraLight uses RL-generated trajectories and multi-LLM debate to curate training data for an LLM traffic-signal controller, yielding 5-7% gains in travel time, queue length, and waiting time over baselines in SUMO simulations of real networks.
Max pressure control of a network of signalized intersec- tions
2 Pith papers cite this work. Polarity classification is still indexing.
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Presents the first hardware-in-the-loop simulation testbed supporting real-time dynamic phase control for traffic signals via a novel middleware for NTCIP-compliant hardware controllers, with sub-millisecond average internal latency.
citing papers explorer
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CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control
CuraLight uses RL-generated trajectories and multi-LLM debate to curate training data for an LLM traffic-signal controller, yielding 5-7% gains in travel time, queue length, and waiting time over baselines in SUMO simulations of real networks.
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Enabling Real-Time Phase Control in Traffic Signal Hardware-in-the-Loop Simulation
Presents the first hardware-in-the-loop simulation testbed supporting real-time dynamic phase control for traffic signals via a novel middleware for NTCIP-compliant hardware controllers, with sub-millisecond average internal latency.