Beyond the Remembered World: Predictive 4D Belief for Persistent Navigation in Evolving Worlds.

arXiv:2609.39166v4 Announce Type: replace Abstract: Persistent spatial memory enables embodied agents to navigate familiar environments across repeated visits. However, targets may move while unobserved, including during navigation, making remembered locations