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Robustness Certificates Against Adversarial Examples for ReLU Networks


Feb 05, 2019
Sahil Singla, Soheil Feizi

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Normalized Wasserstein Distance for Mixture Distributions with Applications in Adversarial Learning and Domain Adaptation


Feb 01, 2019
Yogesh Balaji, Rama Chellappa, Soheil Feizi

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Understanding Impacts of High-Order Loss Approximations and Features in Deep Learning Interpretation


Feb 01, 2019
Sahil Singla, Eric Wallace, Shi Feng, Soheil Feizi

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Compressing GANs using Knowledge Distillation


Feb 01, 2019
Angeline Aguinaldo, Ping-Yeh Chiang, Alex Gain, Ameya Patil, Kolten Pearson, Soheil Feizi

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Understanding GANs: the LQG Setting


Oct 22, 2018
Soheil Feizi, Farzan Farnia, Tony Ginart, David Tse

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Entropic GANs meet VAEs: A Statistical Approach to Compute Sample Likelihoods in GANs


Oct 09, 2018
Yogesh Balaji, Hamed Hassani, Rama Chellappa, Soheil Feizi

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Are adversarial examples inevitable?


Sep 06, 2018
Ali Shafahi, W. Ronny Huang, Christoph Studer, Soheil Feizi, Tom Goldstein

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Porcupine Neural Networks: (Almost) All Local Optima are Global


Oct 05, 2017
Soheil Feizi, Hamid Javadi, Jesse Zhang, David Tse

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Maximum Likelihood Latent Space Embedding of Logistic Random Dot Product Graphs


Aug 30, 2017
Luke O'Connor, Muriel Médard, Soheil Feizi

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Maximally Correlated Principal Component Analysis


Feb 21, 2017
Soheil Feizi, David Tse

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* 35 pages, 5 figures 

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