Beyond Waypoints: Dual-Heatmap Grounding for Cross-Embodiment Semantic Navigation

Grounding open-ended semantic instructions into physically executable local goals is a fundamental challenge in human-robot interaction. While existing navigation frameworks often regress deterministic waypoints, this rigid formulation collapses spatial uncertainty and frequently targets non-travers...