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BREEDS: Benchmarks for Subpopulation Shift


Aug 11, 2020
Shibani Santurkar, Dimitris Tsipras, 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

* ICLR 2020 version. arXiv admin note: text overlap with arXiv:1811.02553 

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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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Identifying Statistical Bias in Dataset Replication


May 19, 2020
Logan Engstrom, Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras, Jacob Steinhardt, Aleksander Madry


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Computer Vision with a Single (Robust) Classifier


Jun 06, 2019
Shibani Santurkar, Dimitris Tsipras, Brandon Tran, Andrew Ilyas, Logan Engstrom, Aleksander Madry


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Learning Perceptually-Aligned Representations via Adversarial Robustness


Jun 03, 2019
Logan Engstrom, Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras, Brandon Tran, Aleksander Madry


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Adversarial Examples Are Not Bugs, They Are Features


May 07, 2019
Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras, Logan Engstrom, Brandon Tran, Aleksander Madry


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Are Deep Policy Gradient Algorithms Truly Policy Gradient Algorithms?


Dec 02, 2018
Andrew Ilyas, Logan Engstrom, Shibani Santurkar, Dimitris Tsipras, Firdaus Janoos, Larry Rudolph, Aleksander Madry


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How Does Batch Normalization Help Optimization?


Oct 27, 2018
Shibani Santurkar, Dimitris Tsipras, Andrew Ilyas, Aleksander Madry

* To appear in NIPS'18 

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Robustness May Be at Odds with Accuracy


Oct 11, 2018
Dimitris Tsipras, Shibani Santurkar, Logan Engstrom, Alexander Turner, Aleksander Madry


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A Classification-Based Study of Covariate Shift in GAN Distributions


Jun 06, 2018
Shibani Santurkar, Ludwig Schmidt, Aleksander Mądry


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Adversarially Robust Generalization Requires More Data


May 02, 2018
Ludwig Schmidt, Shibani Santurkar, Dimitris Tsipras, Kunal Talwar, Aleksander Mądry

* Small changes for biblatex compatibility 

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Deep Tensor Convolution on Multicores


Jun 11, 2017
David Budden, Alexander Matveev, Shibani Santurkar, Shraman Ray Chaudhuri, Nir Shavit

* 11 pages, 4 figures, 1 supplementary doc 

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Generative Compression


Jun 04, 2017
Shibani Santurkar, David Budden, Nir Shavit


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Toward Streaming Synapse Detection with Compositional ConvNets


Feb 23, 2017
Shibani Santurkar, David Budden, Alexander Matveev, Heather Berlin, Hayk Saribekyan, Yaron Meirovitch, Nir Shavit

* 10 pages, 9 figures 

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Sub-threshold CMOS Spiking Neuron Circuit Design for Navigation Inspired by C. elegans Chemotaxis


Oct 29, 2014
Shibani Santurkar, Bipin Rajendran


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A neural circuit for navigation inspired by C. elegans Chemotaxis


Oct 29, 2014
Shibani Santurkar, Bipin Rajendran


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