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#machine learning Preprint Sep 2026

One-Step Generative Modeling via Unbalanced Optimal Transport

Drifting models enable one-step generation by amortizing distribution transport into training, but this efficiency places greater demands on the transport field estimated at each update. In large-scale training, the field is computed from finite mini-batches of generated and real samples, which provide only imperfect a...

Yi-Rong Shen, Mengfei Xia, Jun-Peng Jing et al. · 0 citations

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