One Scan is Enough: Demonstration-Free Adaptation for Language-Guided Navigation.

arXiv:2610.33794v1 Announce Type: cross Abstract: Deploying a language-guided navigation policy in a new building usually means watching it fail. Public-benchmark VLAs degrade scene by scene as layout, appearance, and language drift, and the standard fix of te