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Xinyu Zhan

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#artificial intelligence Preprint Sep 2026

InternW0: A Foundational Physical World Model for Efficient Real-World Interactions

This work introduces InternW0, the first instantiation of the InternW physical world model series from Shanghai AI Laboratory, built around omnimodal interfaces, asynchronous multi-frequency processing, and local physical modeling under partial observations and external influences.

Ji-Song Cai, Yao Mu, Gan-Lin Yang et al. · 0 citations
Preprint Sep 2026

Skel-WAM: A Hand-Skeleton-Conditioned World Action Model for Human-to-Robot Manipulation Transfer

Skel-WAM is introduced, a world action model that bridges differences between human and robot motion through a unified hand-skeleton motion interface, and demonstrates that a shared skeletal interface enables joint learning across human and robot data and expands robot task coverage through complementary human demonstr...

Ze-Tao Cai, Ya-Ping Li, Yi-Qun Wang et al. · 0 citations
Preprint Aug 2026

EgoAfford: Task-Oriented Affordance Grounding via Egocentric Referring Segmentation

EgoAfford is introduced, a benchmark designed to connect the semantic roles of participating objects with task-state-aligned visual observations and multi-step planning and EgoLens, a 3B multimodal large language model with role-specific mask decoders, as an in-domain reference model for this joint task.

Xinyuan Guan, Feifan Chen, Xinyu Zhan et al. · 0 citations

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