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Xie Shichao

2 accepted papers

2026

JanusVLN: Decoupling Semantics and Spatiality with Dual Implicit Memory for Vision-Language Navigation

ICLR 2026poster

Vision-and-Language Navigation (VLN) requires an embodied agent to navigate through unseen environments, guided by natural language instructions and a continuous video stream. Recent advances in VLN have been driven by the powerful semantic understanding of Multimodal Large Language Models (MLLMs).…

Cited by 0SourcecodeScholar
2026

OmniNav: A Unified Framework for Prospective Exploration and Visual-Language Navigation

ICLR 2026poster

Embodied navigation is a foundational challenge for intelligent robots, demanding the ability to comprehend visual environments, follow natural language instructions, and explore autonomously. However, existing models struggle to provide a unified solution across heterogeneous navigation paradigms,…

Cited by 0SourceScholar