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Traffic Management through Multi-Agent Deep Reinforcement Learning with Emergency Vehicle Prioritization optimizes urban traffic using agents to manage intersections and adjust signals dynamically. It prioritizes emergency vehicles and reduces waiting times. Simulated in SUMO and evaluated on a real-world map, fixed timeslot solutions.