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Da-Quan Feng

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#artificial intelligence Preprint Sep 2026

One MLLM, One Call: Efficient Zero-Shot Vision-and-Language Navigation via Spatial-Aware Waypoints

Vision-and-Language Navigation in Continuous Environments (VLN-CE) requires an embodied agent to navigate unseen environments by following natural language instructions. Current zero-shot VLN-CE methods either rely on pre-trained waypoint predictors or require multiple queries to large models per step. To address prohi...

Shi-Qi Pan, Qi Zheng, Hanmeng Sun et al. · 1 citation

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