Huan Nguyen

FINE: Future-Informed Navigation Encoding for Data-Efficient Vision-Language Navigation

Adapting vision-language navigation (VLN) policies to new environments is expensive because every additional route and instruction requires an embodied demonstration. Yet standard observation-to-action training uses only a small fraction of the information already contained in each trajectory. In particular, future obs...