2026
From Seeing to Experiencing: Scaling Navigation Foundation Models with Reinforcement Learning
ICLR 2026poster
Navigation foundation models trained on massive web-scale data enable agents to generalize across diverse environments and embodiments. However, these models, which are trained solely on offline data, often lack the capacity to reason about the consequences of their actions or adapt through counterf…