Preprint
Sep 2026
RAPID: A Real-Time Defense Against Unauthorized Model Distillation for Text-to-Image Services
Diffusion-based text-to-image (T2I) models are increasingly used for visual content creation, making their generation capability a valuable intellectual property asset. However, this capability is vulnerable to black-box output-based distillation, where an adversary queries the service, collects prompt-image pairs, and...
Zi-Han Wang, Bo-Heng Li, Rui Zhang et al.
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