Randomization matters. How to defend against strong adversarial attacks

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Randomization matters. How to defend against strong adversarial attacks

26 February 2020

Raphael Ettedgui

Jamal Atif

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Papers citing "Randomization matters. How to defend against strong adversarial attacks"

16 / 16 papers shown

Title
Lattice Climber Attack: Adversarial attacks for randomized mixtures of classifiers Lucas Gnecco-Heredia Benjamin Négrevergne Y. Chevaleyre AAML 104 0 0 12 Jun 2025
Towards provable probabilistic safety for scalable embodied AI systems Linxuan He Qing-Shan Jia Ang Li Hongyan Sang Ling Wang ... Yisen Wang Peng Wei Zhongyuan Wang Henry X. Liu Shuo Feng 25 0 0 05 Jun 2025
Adversarial attacks for mixtures of classifiers Lucas Gnecco-Heredia Benjamin Négrevergne Y. Chevaleyre AAML 67 1 0 20 Jul 2023
The Best Defense is a Good Offense: Adversarial Augmentation against Adversarial Attacks I. Frosio Jan Kautz AAML 98 15 0 23 May 2023
On the Robustness of Randomized Ensembles to Adversarial Perturbations Hassan Dbouk Naresh R Shanbhag AAML 74 8 0 02 Feb 2023
Achieve Optimal Adversarial Accuracy for Adversarial Deep Learning using Stackelberg Game Xiao-Shan Gao Shuang Liu Lijia Yu AAML 76 0 0 17 Jul 2022
Metric-Fair Classifier Derandomization Jimmy Wu Yatong Chen Yang Liu FaML 140 6 0 15 Jun 2022
Towards Consistency in Adversarial Classification Laurent Meunier Raphael Ettedgui Rafael Pinot Y. Chevaleyre Jamal Atif AAML 84 11 0 20 May 2022
Diffusion Models for Adversarial Purification Weili Nie Brandon Guo Yujia Huang Chaowei Xiao Arash Vahdat Anima Anandkumar WIGM 278 450 0 16 May 2022
The Many Faces of Adversarial Risk Muni Sreenivas Pydi Varun Jog AAML 71 30 0 22 Jan 2022
A Dynamical System Perspective for Lipschitz Neural Networks Laurent Meunier Blaise Delattre Alexandre Araujo A. Allauzen 128 56 0 25 Oct 2021
Adversarial purification with Score-based generative models Jongmin Yoon Sung Ju Hwang Juho Lee DiffM 90 159 0 11 Jun 2021
Attacking Adversarial Attacks as A Defense Boxi Wu Heng Pan Li Shen Jindong Gu Shuai Zhao Zhifeng Li Deng Cai Xiaofei He Wei Liu AAML 93 32 0 09 Jun 2021
Mixed Nash Equilibria in the Adversarial Examples Game Laurent Meunier M. Scetbon Rafael Pinot Jamal Atif Y. Chevaleyre AAML 91 30 0 13 Feb 2021
A survey on practical adversarial examples for malware classifiers Daniel Park B. Yener AAML 96 16 0 06 Nov 2020
Adversarial Risk via Optimal Transport and Optimal Couplings Muni Sreenivas Pydi Varun Jog 85 60 0 05 Dec 2019