EvolvingNav maintains predictive 4D beliefs from object histories, updates them with visibility-aware evidence, and replans as the world changes. EvoWorld-Bench provides 54 scenes and 803,680 tasks for evaluating navigation under hidden world evolution.
☆15Oct 10, 2026Updated 3 weeks ago
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