DiSCO: Defending text-to-image generation through distribution-guided contrastive prompt optimization
Source
arxiv.org
Author
Tong Zhang, Motasem Alfarra, Carlos Hinojosa, Christos Louizos, Bernard Ghanem
Date
Why it matters
Identifies a class of prompts that pass text filters yet still produce unsafe images, and defends against it purely at the prompt layer — usable against closed image models where weight editing or encoder tuning is impossible.