Memory-Aware Multi-Sensor Perception for Efficient and Safe Navigation in Dynamic Environments

Autonomous navigation in previously unseen environments requires effective perception, persistent environmental representation, and collision avoidance while maintaining progress toward a goal. Existing perception-based methods often rely on prior maps or short-horizon observations, limiting their a