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Enabling certification of verification-agnostic networks via memory-efficient semidefinite programming


Nov 03, 2020
Sumanth Dathathri, Krishnamurthy Dvijotham, Alexey Kurakin, Aditi Raghunathan, Jonathan Uesato, Rudy Bunel, Shreya Shankar, Jacob Steinhardt, Ian Goodfellow, Percy Liang, Pushmeet Kohli

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Creating High Resolution Images with a Latent Adversarial Generator


Mar 04, 2020
David Berthelot, Peyman Milanfar, Ian Goodfellow

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MixMatch: A Holistic Approach to Semi-Supervised Learning


May 06, 2019
David Berthelot, Nicholas Carlini, Ian Goodfellow, Nicolas Papernot, Avital Oliver, Colin Raffel

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Imperceptible, Robust, and Targeted Adversarial Examples for Automatic Speech Recognition


Mar 22, 2019
Yao Qin, Nicholas Carlini, Ian Goodfellow, Garrison Cottrell, Colin Raffel

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A Research Agenda: Dynamic Models to Defend Against Correlated Attacks


Mar 14, 2019
Ian Goodfellow

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On Evaluating Adversarial Robustness


Feb 20, 2019
Nicholas Carlini, Anish Athalye, Nicolas Papernot, Wieland Brendel, Jonas Rauber, Dimitris Tsipras, Ian Goodfellow, Aleksander Madry, Alexey Kurakin

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* Living document; source available at https://github.com/evaluating-adversarial-robustness/adv-eval-paper/ 

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New CleverHans Feature: Better Adversarial Robustness Evaluations with Attack Bundling


Nov 08, 2018
Ian Goodfellow

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Sanity Checks for Saliency Maps


Oct 28, 2018
Julius Adebayo, Justin Gilmer, Michael Muelly, Ian Goodfellow, Moritz Hardt, Been Kim

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* NIPS 2018 Camera Ready Version 

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Discriminator Rejection Sampling


Oct 18, 2018
Samaneh Azadi, Catherine Olsson, Trevor Darrell, Ian Goodfellow, Augustus Odena

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