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Author

Luozhou Wang

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Preprint Sep 2026

LongLive-Plug: Once-for-All Distillation for Video Generation

Video diffusion models are increasingly developed into specialized models for diverse downstream tasks, and this development often includes a distillation stage, for example to accelerate sampling or to improve long-video generation. This stage is typically repeated for every specialized model. We introduce LongLive-Pl...

Shuai Yang, Luo-Zhou Wang, Wei Huang et al. · 0 citations
Jul 2026

Can Large Language Models Execute Parent Orders?

Parent-order execution is a core problem in algorithmic trading, where the goal is to split a large order into smaller orders while reducing execution costs. Existing approaches either rely on pre-specified market assumptions that may not hold in practice, or require task-specific training that limits adaptability to n...

Zane Shen, Xinli Xu, Guangyi Zhang et al. · 1 citation
Preprint Aug 2026

ReWorld: An Interactive World Model with Long-Horizon Memory

ReWorld separates the two during training and bounds them at inference, and under a three-axis protocol covering action following, long-horizon recall, and video quality, against six recent interactive world models it attains the best control fidelity.

Zhifei Chen, Luozhou Wang, Gui-Bao Shen et al. · 3 citations · ⚡1

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