Cosine-Aware Adaptive EWC dynamically adjusts parameter regularization using cosine semantic utility and adaptive scheduling to achieve higher ASR-fidelity balance and OOD robustness in T2I backdoor attacks.
High-resolution image syn- thesis with latent diffusion models
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A commutator-zero condition enables training-free generation of perceptually consistent low-resolution previews for high-resolution diffusion model outputs, achieving up to 33% computation reduction.
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Beyond the False Trade-off: Adaptive EWC for Stealthy and Generalizable T2I Backdoors
Cosine-Aware Adaptive EWC dynamically adjusts parameter regularization using cosine semantic utility and adaptive scheduling to achieve higher ASR-fidelity balance and OOD robustness in T2I backdoor attacks.
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Training-free, Perceptually Consistent Low-Resolution Previews with High-Resolution Image for Efficient Workflows of Diffusion Models
A commutator-zero condition enables training-free generation of perceptually consistent low-resolution previews for high-resolution diffusion model outputs, achieving up to 33% computation reduction.