2026
AdaNav: Adaptive Reasoning with Uncertainty for Vision-Language Navigation
ICML 2026poster
Vision-Language Navigation (VLN) requires agents to follow natural language instructions by grounding them in sequential visual observations over long horizons. Explicit reasoning could enhance temporal consistency and perception–action alignment, but reasoning at fixed steps often leads to suboptim…