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Siyuan Huang

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#artificial intelligence Preprint Sep 2026

Unified Visual-Tactile-Action Modeling from Human Demonstrations for Dexterous Manipulation

Dexterous manipulation requires tactile feedback. However, robot tactile demonstrations are difficult to scale,because dexterous-hand teleoperation provides limited tactile feedback to the operator. In contrast, human demonstrations offer a substantially more scalable source of diverse tactile interactions. Motivated b...

Wen-Qiao Li, Qian-You Zhao, Jia-Wen Hao et al. · 0 citations
Preprint Sep 2026

ArtManip: Category-Level Articulated In-Hand Manipulation

Category-level in-hand manipulation of articulated objects is a formidable yet underexplored challenge for dexterous robotic hands. This difficulty stems from two core bottlenecks: first, controlling an object's internal degrees of freedom is tightly coupled with maintaining grasp stability on a free-floating base; sec...

Yang Yang, Teng-Yu Liu, Pu-Hao Li et al. · 0 citations
Jul 2026

Towards Human-level Dexterous Teleoperation

TeleDexter is introduced, a hand-object co-tracking controller that maps operator intent into learned, low-level contact execution that successfully train autonomous policies via behavioral cloning, marking a concrete step towards human-level dexterous teleoperation.

Puhao Li, Zeyuan Chen, Yingying Wu et al. · 0 citations

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