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Masayuki Ohzeki

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#machine learning Preprint Aug 2026

Simulation-free and finite-time diffusion model

A framework for designing the reference process that achieves tractable time-dependent conditional distributions and then construct the reference process realizing them as its marginals is proposed, revealing that score matching is not fundamental to diffusion-model training but instead emerges naturally through reversal of the reference process.

Kentaro Kaba, Masayuki Ohzeki, Yuki Sughiyama · 0 citations

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