2026
IdentityGuard: Context-Aware Restriction and Provenance for Personalized Synthesis
ICASSP 2026poster
The nature of personalized text-to-image models poses a unique safety challenge that generic context-blind methods are ill-equipped to handle. Such global filters create a dilemma: to prevent misuse, they are forced to damage the model's broader utility by erasing concepts entirely, causing unaccept…