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Richard Zhang

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#machine learning Preprint Sep 2026

On the Diffusibility of High-Dimensional Latents

It is shown that using the standard velocity prediction in flow matching in this high-dimensional space requires the model to fit orthogonal noise directions outside the low-dimensional signal manifold, making optimization inefficient, and motivated using the clean data parameterization ($\boldsymbol{x}_{0}$-prediction...

Chao Feng, Zhi-Yang Xu, Bo-Wei Chen et al. · 0 citations
Preprint Aug 2026

EditStream: A Unified Autoregressive Framework for Interactive Video Generation and Editing

Interactive video generation and editing are becoming increasingly important for creative design. In this report, we introduce EditStream: a unified framework for interactive video generation and editing. EditStream unifies multiple video creation and manipulation tasks within a single DiT-based model through flexible...

Yu-Qian Zhou, Zhenghong Zhou, Zongze Wu et al. · 1 citation

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