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Scaling rectified flow transformers for high-resolution image synthesis, 2024

Patrick Esser, Sumith Kulal, Andreas Blattmann, Rahim Entezari, Jonas Müller, Harry Saini, Yam Levi, Dominik Lorenz, Axel Sauer, Frederic Boesel, Dustin Podell, Tim Dockhorn, Zion English, Kyle Lacey, Alex Goodwin, Yannik Marek, Robin R · 2024

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Posterior Augmented Flow Matching

cs.CV · 2026-05-01 · unverdicted · novelty 7.0

PAFM augments flow matching with an importance-sampled mixture over an approximate posterior of target completions, yielding an unbiased lower-variance estimator that improves FID by up to 3.4 on ImageNet and CC12M.

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  • Posterior Augmented Flow Matching cs.CV · 2026-05-01 · unverdicted · none · ref 8

    PAFM augments flow matching with an importance-sampled mixture over an approximate posterior of target completions, yielding an unbiased lower-variance estimator that improves FID by up to 3.4 on ImageNet and CC12M.