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Yan-Song Peng

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#machine learning Preprint Oct 2026

Few-Step Generation via Data-Space Iteration

Flow matching has emerged as a scalable paradigm for training high-quality generative models, but sampling from the learned probability flow requires many network evaluations. Distillation can reduce this cost to one or a few evaluations; however, one-step generation often sacrifices quality, making few-step generation...

Shanchuan Lin, Yan-Song Peng, Fu-Yun Wang et al. · 0 citations