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Luca Marzari

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#machine learning Preprint Sep 2026

Certifying Concept Unlearning in Text-to-Image Diffusion Models

This work introduces a novel certification framework for T2I concept unlearning that provides high-confidence guarantees with bounded error on residual concept leakage and establishes certification as a necessary complement for reliable auditing of concept unlearning in T2I diffusion models.

Mansi, Luca Marzari, Francesco Leofante · 0 citations

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