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Qianli Chen

1 accepted papers

2025

Shortcutting Pre-trained Flow Matching Diffusion Models is Almost Free Lunch

NeurIPS 2025poster

We present an ultra-efficient post-training method for shortcutting large-scale pre-trained flow matching diffusion models into efficient few-step samplers, enabled by novel velocity field self-distillation. While shortcutting in flow matching, originally introduced by shortcut models, offers flexi…

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