Author

Zhi Zuo

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Preprint Aug 2026

FuncRoom-Agent: Sequential Feed-Forward 3D Functional Indoor Scene Generation

Function-Room Generation is introduced, a new indoor 3D scene generation setting that creates rooms supporting explicit functional goals rather than merely visually plausible layouts, and ScenePRM, an execution-grounded process reward framework that improves the expert through reinforcement learning with functional, ge...

Hao Feng, Zhi Zuo, Ming-Jian Liang 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