NavOne: One-Step Global Planning for Vision-Language Navigation on Top-Down Maps

arXiv:2605.06317v1 Announce Type: cross Abstract: Existing Vision-Language Navigation (VLN) methods typically adopt an egocentric, step-by-step paradigm, which struggles with error accumulation and limits efficiency. While recent approaches attempt to leverage pre-built environment maps, they often...