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Feb, 2024
加速平滑:随机平滑的可扩展方法
Accelerated Smoothing: A Scalable Approach to Randomized Smoothing
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Devansh Bhardwaj, Kshitiz Kaushik, Sarthak Gupta
TL;DR
通过训练替代Monte Carlo抽样的替代神经网络,提供随机平滑分类器的近乎精确的近似,加速鲁棒半径认证过程,克服了传统随机平滑方法中的计算瓶颈。
Abstract
randomized smoothing
has emerged as a potent certifiable defense against
adversarial attacks
by employing smoothing noises from specific distributions to ensure the robustness of a smoothed classifier. However, t
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