Author

Hao-Ran Xie

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Preprint Sep 2026

World2Motion: Turning Video World Models into 3D Human Motion Generators

World2Motion, a framework that generates scene-aware 3D human motion and corresponding video from a single image and a text prompt, and proposes a shift-decoupled noise schedule that assigns different noise levels to video and motion through shared denoising progress, reducing motion jitter.

Fang-Yuan Tu, Xiang-Yue Zhang, Yi-Yi Cai et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Seeing is not Enough: Vision-Language Models Perceive Evidence but Fail to Act

Results show that process priors are most useful when aligned with the scene's specific decision boundary, motivating boundary-aware prior selection for process-grounded visual reasoning.

Yu-Yang Dai, Bo-Fei Huang, Hong-Bo Zhang et al. · 1 citation

Jul 2026

SkelGen4D: Weakly-Supervised Skeleton-Based 4D Generation for Text-Driven Mesh Animation

The results show that the proposed SkelGen4D weakly supervised skeleton modeling matches or surpasses fully supervised baselines while scaling to diverse object categories for high-quality text-driven mesh animation.

Hao Feng, Zhi Zuo, Jia-Hui Pan et al. · arXiv.org · 2 citations