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defense arXiv Jan 3, 2026 · Jan 2026

NADD: Amplifying Noise for Effective Diffusion-based Adversarial Purification

David D. Nguyen, The-Anh Ta, Yansong Gao et al. · CSIRO’s Data61 · University of Western Australia

Diffusion-based adversarial purification defense that amplifies noise and uses ring proximity correction for 44.23% robust accuracy on ImageNet, 47× faster than prior art

Input Manipulation Attack vision
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