The Curse of Concentration in Robust Learning: Evasion and Poisoning
Attacks from Concentration of Measure

v1v2 (latest)

The Curse of Concentration in Robust Learning: Evasion and Poisoning Attacks from Concentration of Measure

9 September 2018

Saeed Mahloujifar

Dimitrios I. Diochnos

Mohammad Mahmoody

ArXiv (abs)PDF HTML

Papers citing "The Curse of Concentration in Robust Learning: Evasion and Poisoning Attacks from Concentration of Measure"

8 / 58 papers shown

Title
Adversarial Training and Robustness for Multiple Perturbations Florian Tramèr Dan Boneh AAML SILM 110 380 0 30 Apr 2019
Certified Adversarial Robustness via Randomized Smoothing Jeremy M. Cohen Elan Rosenfeld J. Zico Kolter AAML 210 2,057 0 08 Feb 2019
Analyzing and Improving Representations with the Soft Nearest Neighbor Loss Nicholas Frosst Nicolas Papernot Geoffrey E. Hinton 72 160 0 05 Feb 2019
Adversarial Examples Are a Natural Consequence of Test Error in Noise Nic Ford Justin Gilmer Nicholas Carlini E. D. Cubuk AAML 132 320 0 29 Jan 2019
Characterizing the Shape of Activation Space in Deep Neural Networks Thomas Gebhart Paul Schrater Alan Hylton AAML 59 7 0 28 Jan 2019
The Limitations of Adversarial Training and the Blind-Spot Attack Huan Zhang Hongge Chen Zhao Song Duane S. Boning Inderjit S. Dhillon Cho-Jui Hsieh AAML 73 145 0 15 Jan 2019
Rademacher Complexity for Adversarially Robust Generalization Dong Yin Kannan Ramchandran Peter L. Bartlett AAML 105 261 0 29 Oct 2018
Are adversarial examples inevitable? Ali Shafahi Wenjie Huang Christoph Studer Soheil Feizi Tom Goldstein SILM 88 283 0 06 Sep 2018