SignalClaw synthesizes interpretable, composable traffic signal control skills through LLM-guided evolution that matches top baselines on routine SUMO scenarios and outperforms them on emergency and transit events while remaining editable by engineers.
Transportation research part C: emerging technologies 25, 1–17
2 Pith papers cite this work. Polarity classification is still indexing.
verdicts
UNVERDICTED 2representative citing papers
Proposes the Priority Pass as a new reservation-based controller for individual vehicle prioritization at intersections, with Manhattan case study claiming up to 40% delay reduction for entitled vehicles and up to $1M daily revenue potential.
citing papers explorer
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SignalClaw: LLM-Guided Evolutionary Synthesis of Interpretable Traffic Signal Control Skills
SignalClaw synthesizes interpretable, composable traffic signal control skills through LLM-guided evolution that matches top baselines on routine SUMO scenarios and outperforms them on emergency and transit events while remaining editable by engineers.
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Urban Priority Pass: Fair Signalized Intersection Management Accounting For Passenger Needs Through Prioritization
Proposes the Priority Pass as a new reservation-based controller for individual vehicle prioritization at intersections, with Manhattan case study claiming up to 40% delay reduction for entitled vehicles and up to $1M daily revenue potential.