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Timothy James Hitge

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#machine learning Preprint Oct 2026

Normalizing Flow Maps

Scalable approaches to learning neural dynamical systems have placed diffusion, flow matching, and few-step generators in flow maps at the forefront of generative modeling. Such state-of-the-art models have limited access to explicit model densities despite evolving from classical generative modeling approaches that le...

Francesco Ruscio, Timothy James Hitge, Fred Zhangzhi Peng et al. · 0 citations

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