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Characterizing Memorization in Diffusion Language Models: Generalized Extraction and Sampling Effects

A generalized extraction framework proves diffusion language model memorization rises with sampling resolution, and they leak less personally identifiable information than autoregressive models.

Xiaoyu Luo, Wenrui Yu, Qiongxiu Li, Johannes Bjerva

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 3/5