2025 "diffusion-based purification" Papers

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DiffBreak: Is Diffusion-Based Purification Robust?

Andre Kassis, Urs Hengartner, Yaoliang Yu

NeurIPS 2025posterarXiv:2411.16598
1
citations

StyleGuard: Preventing Text-to-Image-Model-based Style Mimicry Attacks by Style Perturbations

Yanjie Li, Wenxuan Zhang, Xinqi Lyu et al.

NeurIPS 2025posterarXiv:2505.18766

Towards Understanding the Robustness of Diffusion-Based Purification: A Stochastic Perspective

Yiming Liu, Kezhao Liu, Yao Xiao et al.

ICLR 2025posterarXiv:2404.14309
6
citations