Yilan Gao
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126
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2026
Safeguarding Text-to-Image Generative Models Against Unauthorized Knowledge Distillation
The paper introduces WaveGuard, a frequency-aware, single-pass defense framework that safeguards text-to-image models by injecting structured, imperceptible perturbations into generated images, thereby hindering unauthorized knowledge distillation.
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