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Preprint Sep 2026

Interpreting Object-Dependent Concept Brittleness in Text-to-Image Diffusion Models

Although text-to-image diffusion models generally exhibit strong prompt-following ability, we identify a persistent and previously underexplored failure pattern in which a small subset of prompts differing only in the object consistently fails to realize the same target concept under identical generation settings. We t...

Yi-Fan Yuan, Xiang-Yu Liu, Hongming Shan et al. · 0 citations

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