$Robustness of classifiers to uniform $\ell\_p$ and Gaussian noise$

Robustness of classifiers to uniform $\ell\_p$ and Gaussian noise

22 February 2018

Jean-Yves Franceschi

Alhussein Fawzi

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Papers citing "Robustness of classifiers to uniform $\ell\_p$ and Gaussian noise"

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Title
Towards Optimal Branching of Linear and Semidefinite Relaxations for Neural Network Robustness Certification Brendon G. Anderson Ziye Ma Jingqi Li Somayeh Sojoudi 491 1 0 22 Jan 2021
Certifying Neural Network Robustness to Random Input Noise from Samples Brendon G. Anderson Somayeh Sojoudi AAML 146 9 0 15 Oct 2020
Data-Driven Certification of Neural Networks with Random Input NoiseIEEE Transactions on Control of Network Systems (TCNS), 2020 Brendon G. Anderson Somayeh Sojoudi AAML 347 12 0 02 Oct 2020
Analyzing Accuracy Loss in Randomized Smoothing Defenses Yue Gao Harrison Rosenberg Kassem Fawaz S. Jha Justin Hsu AAML 156 6 0 03 Mar 2020
Are Adversarial Robustness and Common Perturbation Robustness Independent Attributes ? Alfred Laugros A. Caplier Matthieu Ospici AAML 152 44 0 04 Sep 2019
Identifying Classes Susceptible to Adversarial Attacks Rangeet Pan Md Johirul Islam Shibbir Ahmed Hridesh Rajan AAML 168 7 0 30 May 2019
Analytical Moment Regularizer for Gaussian Robust Networks Modar Alfadly Adel Bibi Guohao Li AAML 73 4 0 24 Apr 2019
Certified Adversarial Robustness via Randomized Smoothing Jeremy M. Cohen Elan Rosenfeld J. Zico Kolter AAML 843 2,272 0 08 Feb 2019
PROVEN: Certifying Robustness of Neural Networks with a Probabilistic Approach Tsui-Wei Weng Pin-Yu Chen Lam M. Nguyen M. Squillante Ivan Oseledets Luca Daniel AAML 198 30 0 18 Dec 2018
Revisiting Adversarial Risk A. Suggala Adarsh Prasad Vaishnavh Nagarajan Pradeep Ravikumar AAML 198 20 0 07 Jun 2018
Adversarial Spheres Justin Gilmer Luke Metz Fartash Faghri S. Schoenholz M. Raghu Martin Wattenberg Ian Goodfellow AAML 179 6 0 09 Jan 2018