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Zhen-Hua Li

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Preprint Oct 2026

Keep the Effect, Drop the Actor: Programmable Effect-to-Execution World-Action Models

A robot demonstration records two things in the same frames: what happened to the objects, and how one particular arm made it happen. We condition on the first. A demonstration is compiled into an effect program: the 3D keypoint trajectories of the objects that moved, two points marking where each was held, and the con...

Jun-Yi Hu, Zhe-Wen He, Zhen-Hua Li et al. · 0 citations
#computer vision Preprint Sep 2026

SignDino: Self-Supervised Sign Language Representation Learning via Temporal-Axis Self-Distillation

SignDino, a self-supervised sign-video encoder that moves the DINOv3 student--teacher recipe from the spatial domain of image crops to the temporal domain of tracked sign streams, provides a strong public self-supervised representation and shows competitive or state-of-the-art performance under matched downstream evalu...

Jun-Yi Hu, Zhe-Wen He, Hao Huang et al. · 0 citations

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