Depth-Enhanced Neural State Machine for Accurate Traffic Light Detection and Contextual Decision-Making in Autonomous Vehicles" introduces a novel approach combining depth perception and neural modeling. This method improves traffic light recognition and integrates contextual decision-making, enhancing the safety and efficiency of autonomous vehicles in complex traffic environments.