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Aleksander Madry

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Combining Diverse Feature Priors

Oct 15, 2021
Saachi Jain, Dimitris Tsipras, Aleksander Madry

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3DB: A Framework for Debugging Computer Vision Models

Jun 07, 2021
Guillaume Leclerc, Hadi Salman, Andrew Ilyas, Sai Vemprala, Logan Engstrom, Vibhav Vineet, Kai Xiao, Pengchuan Zhang, Shibani Santurkar, Greg Yang, Ashish Kapoor, Aleksander Madry

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Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses

Dec 30, 2020
Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, Tom Goldstein

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Unadversarial Examples: Designing Objects for Robust Vision

Dec 22, 2020
Hadi Salman, Andrew Ilyas, Logan Engstrom, Sai Vemprala, Aleksander Madry, Ashish Kapoor

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Data Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses

Dec 18, 2020
Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, Tom Goldstein

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BREEDS: Benchmarks for Subpopulation Shift

Aug 11, 2020
Shibani Santurkar, Dimitris Tsipras, Aleksander Madry

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Do Adversarially Robust ImageNet Models Transfer Better?

Jul 16, 2020
Hadi Salman, Andrew Ilyas, Logan Engstrom, Ashish Kapoor, Aleksander Madry

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Noise or Signal: The Role of Image Backgrounds in Object Recognition

Jun 17, 2020
Kai Xiao, Logan Engstrom, Andrew Ilyas, Aleksander Madry

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Implementation Matters in Deep Policy Gradients: A Case Study on PPO and TRPO

May 25, 2020
Logan Engstrom, Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras, Firdaus Janoos, Larry Rudolph, Aleksander Madry

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From ImageNet to Image Classification: Contextualizing Progress on Benchmarks

May 22, 2020
Dimitris Tsipras, Shibani Santurkar, Logan Engstrom, Andrew Ilyas, Aleksander Madry

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