Towards Unified World Models for Visual Navigation via Memory-Augmented Planning and Foresight.

arXiv:2510.08713v4 Announce Type: replace Abstract: Enabling embodied agents to imagine future states is essential for robust and generalizable visual navigation. Yet, state-of-the-art systems typically rely on modular designs that decouple navigation planning