Yi-Fan Yuan

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...