NavProbe: Evidence-Grounded Reasoning with Active Memory Retrieval for Zero-Shot Navigation

Jingyang Liu, Sujia Yao, Jiayuan Gu +1

Long-horizon navigation requires an agent to revise its intermediate objectives as evidence accumulates. Full visual histories are costly to process, while compact summaries may om…