research Context-Aware DRL for Mapless Navigation Graph-based temporal memory and intrinsic curiosity for navigation under partial observability and sparse rewards. Autonomous Navigation for Hexapod Robots A real-world perception-to-action stack integrating visual SLAM, path planning, and legged locomotion. Electric Bus Fleet Dispatch with Wireless Charging Transformer-enhanced reinforcement learning for joint vehicle routing and charging-schedule optimization.