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The Interplay of Data Structure and Imbalance in the Learning Dynamics of Diffusion Models

Diffusion models learn high-variance classes first, but sampling imbalance can reverse this ordering and delay minority class learning, causing uneven memorization.

Flavio Nicoletti, Chenxiao Ma, Enrico Ventura, Luca Saglietti and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 1/5