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Zhi-Yue Zhao

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Preprint Aug 2026

AdvDex: Learning Dexterous Manipulation from Human Demonstrations via Joint-Aligned Actions and Adversarial Learning

AdvDex is presented, a unified Vision-Language-Action framework for learning dexterous manipulation from human and robot demonstrations and the Joint-Aligned Action Space (JAAS) is proposed, a canonical action representation comprising an $\mathrm{SE}(3)$ wrist pose and 15 finger joints, thereby functionally aligning h...

Zhi-Yue Zhao, Jing Wu, Hairuo Liu et al. · 1 citation
#artificial intelligence Preprint Aug 2026

Spatial Memory Agent: Experience-Grounded Procedure Memory for Spatial Intelligence

SMA achieves the highest macro average in every base-model block and the best accuracy among the evaluated methods in most of the 20 evaluations, establishing a practical parameter-update-free path for spatial self-evolution across the evaluated frozen model scales and environments.

Haokai Zhang, Yuhang Ding, Yunshu Zhou et al. · 0 citations

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