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Ying-Zhe Li

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Preprint Sep 2026

LookStep: Efficient Vision-Language Navigation with Linguistic Foresight and Event Driven Memory

LookStep is proposed, a unified end-to-end framework that combines Language Centric Future State Modeling and Event Driven Rolling Memory that uses language labels to generate coarse-grained navigation progress and future states for each candidate action, while autonomously deciding whether to write each observation in...

Kun-Yang Yu, Ying-Zhe Li, Hongyu Xu et al. · 2 citations

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