Author

Zanwei Zhou

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Preprint Aug 2026

NeoWorld-Pro: Programming Interactive Scenes from Monocular Images for Embodied Simulation

NeoWorld-Pro is proposed, a framework that reformulates monocular scene reconstruction as procedural programming for interactive 3D environments and outperforms open-loop and prior monocular reconstruction methods, while enabling complex downstream tasks such as stable stacking and fine-grained manipulation.

Yu-Meng He, Yi-Chen Song, Xiao-Tian Yang et al. · 1 citation

Preprint Jul 2026

ProxyUp: Training-Free Proxy-Conditioned Video Generation for Controllable Dynamics

Experiments show that ProxyUp outperforms strong video editing and motion transfer baselines in dynamic fidelity and text alignment and progressively relaxes the composed latent toward the model's learned distribution before ODE sampling.

Zanwei Zhou, Jiazhong Cen, Jiemin Fang et al. · 0 citations