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Better Source, Better Flow: Learning Condition-Dependent Source Distribution for Flow Matching
Condition-dependent source distributions for flow matching improve text-to-image generation via variance regularization and directional alignment, accelerating convergence up to 3x in FID.
Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 1/5