Author

Bo-Heng Li

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Preprint Oct 2026

LETHE: Defending against Unauthorized Image-to-Video Generation via Value Diversity Collapse

Image-to-video (I2V) diffusion models can animate a single reference image into high-quality, subject-consistent videos, posing threats of misuse as anyone can turn personal photos into fabricated videos without consent. A promising solution is to proactively add an adversarial perturbation to the image before release,...

Bo-Heng Li, Yue-Ming Xing, Yi-Ming Li et al. · 1 citation

Preprint Sep 2026

RAPID: A Real-Time Defense Against Unauthorized Model Distillation for Text-to-Image Services

RAPID is proposed, a self-referenced latent maximization framework that removes external dependencies and encourages the same model update to induce consistently disruptive effects across training samples, thereby improving reachability and establishing a paradigm for real-time protection against unauthorized distillat...

Zi-Han Wang, Bo-Heng Li, Rui Zhang et al. · 0 citations