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Mean Flows for One-step Generative Modeling — interactive visual explainer | Rudrite Research

Geng et al. published a paper on arXiv 2025 introducing Mean Flows for one-step generative modeling, which trains on average velocity instead of instantaneous velocity to enable one-step generation from scratch without distillation. An interactive visual explainer of the paper is available online.

read1 min publishedJun 15, 2026

Train on average velocity, not instantaneous — one-step generation from scratch, no distillation.

Geng et al. · arXiv 2025 · Foundations. Read the paper ↗ A free, interactive, animated visual explainer of Mean Flows for One-step Generative Modeling — every exhibit computed from the real formulas, with verbatim quotes from the source.

Questions #

  • What is Mean Flows for One-step Generative Modeling?
  • Train on average velocity, not instantaneous — one-step generation from scratch, no distillation.
  • Who published Mean Flows for One-step Generative Modeling, and where?
  • Geng et al. — arXiv 2025 (arXiv:2505.13447).
  • Where can I find a visual explainer of Mean Flows for One-step Generative Modeling?
  • Right here — a free, interactive, animated walkthrough of the whole paper, with exhibits computed from the real formulas and verbatim quotes from the source.

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source & further reading
research.rudrite.com — original article Shuchen Xue Json Zhou Yunze Man
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