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SMYRF: Efficient Attention using Asymmetric Clustering

Oct 11, 2020
Giannis Daras, Nikita Kitaev, Augustus Odena, Alexandros G. Dimakis

* 30 pages, 10 figures 

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Robust compressed sensing of generative models

Jun 18, 2020
Ajil Jalal, Liu Liu, Alexandros G. Dimakis, Constantine Caramanis


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Deep Learning Techniques for Inverse Problems in Imaging

May 12, 2020
Gregory Ongie, Ajil Jalal, Christopher A. Metzler, Richard G. Baraniuk, Alexandros G. Dimakis, Rebecca Willett


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Compressed Sensing with Invertible Generative Models and Dependent Noise

Mar 18, 2020
Jay Whang, Qi Lei, Alexandros G. Dimakis


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Exactly Computing the Local Lipschitz Constant of ReLU Networks

Mar 02, 2020
Matt Jordan, Alexandros G. Dimakis


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Conditional Sampling from Invertible Generative Models with Applications to Inverse Problems

Feb 26, 2020
Erik M. Lindgren, Jay Whang, Alexandros G. Dimakis


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Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative Models

Dec 02, 2019
Giannis Daras, Augustus Odena, Han Zhang, Alexandros G. Dimakis

* Added TFRC, tensorflow-gan acknowledgements. Changed "Ablation Study" to "Ablation Studies" 

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Communication-Efficient Asynchronous Stochastic Frank-Wolfe over Nuclear-norm Balls

Oct 17, 2019
Jiacheng Zhuo, Qi Lei, Alexandros G. Dimakis, Constantine Caramanis


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SGD Learns One-Layer Networks in WGANs

Oct 15, 2019
Qi Lei, Jason D. Lee, Alexandros G. Dimakis, Constantinos Daskalakis

* 21 pages, 4 figures 

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Learning Distributions Generated by One-Layer ReLU Networks

Sep 19, 2019
Shanshan Wu, Alexandros G. Dimakis, Sujay Sanghavi

* NeurIPS 2019 

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Inverting Deep Generative models, One layer at a time

Jun 19, 2019
Qi Lei, Ajil Jalal, Inderjit S. Dhillon, Alexandros G. Dimakis


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Primal-Dual Block Frank-Wolfe

Jun 06, 2019
Qi Lei, Jiacheng Zhuo, Constantine Caramanis, Inderjit S. Dhillon, Alexandros G. Dimakis


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One-dimensional Deep Image Prior for Time Series Inverse Problems

Apr 18, 2019
Sriram Ravula, Alexandros G. Dimakis


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Provable Certificates for Adversarial Examples: Fitting a Ball in the Union of Polytopes

Mar 20, 2019
Matt Jordan, Justin Lewis, Alexandros G. Dimakis

* Code can be found here: https://github.com/revbucket/geometric-certificates 

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Quantifying Perceptual Distortion of Adversarial Examples

Feb 21, 2019
Matt Jordan, Naren Manoj, Surbhi Goel, Alexandros G. Dimakis

* 18 pages, codebase/framework available at https://github.com/revbucket/mister_ed 

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Discrete Attacks and Submodular Optimization with Applications to Text Classification

Dec 01, 2018
Qi Lei, Lingfei Wu, Pin-Yu Chen, Alexandros G. Dimakis, Inderjit S. Dhillon, Michael Witbrock


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Adversarial Video Compression Guided by Soft Edge Detection

Nov 26, 2018
Sungsoo Kim, Jin Soo Park, Christos G. Bampis, Jaeseong Lee, Mia K. Markey, Alexandros G. Dimakis, Alan C. Bovik


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Sparse Logistic Regression Learns All Discrete Pairwise Graphical Models

Oct 28, 2018
Shanshan Wu, Sujay Sanghavi, Alexandros G. Dimakis

* 29 pages, 3 figures 

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Experimental Design for Cost-Aware Learning of Causal Graphs

Oct 28, 2018
Erik M. Lindgren, Murat Kocaoglu, Alexandros G. Dimakis, Sriram Vishwanath

* In NIPS 2018 

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Gradient Coding from Cyclic MDS Codes and Expander Graphs

Sep 18, 2018
Netanel Raviv, Itzhak Tamo, Rashish Tandon, Alexandros G. Dimakis


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Entropic Latent Variable Discovery

Jul 26, 2018
Murat Kocaoglu, Sanjay Shakkottai, Alexandros G. Dimakis, Constantine Caramanis, Sriram Vishwanath


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The Sparse Recovery Autoencoder

Jul 05, 2018
Shanshan Wu, Alexandros G. Dimakis, Sujay Sanghavi, Felix X. Yu, Daniel Holtmann-Rice, Dmitry Storcheus, Afshin Rostamizadeh, Sanjiv Kumar

* 23 pages, 8 figures 

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Compressed Sensing with Deep Image Prior and Learned Regularization

Jun 17, 2018
David Van Veen, Ajil Jalal, Eric Price, Sriram Vishwanath, Alexandros G. Dimakis


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The Robust Manifold Defense: Adversarial Training using Generative Models

Dec 26, 2017
Andrew Ilyas, Ajil Jalal, Eirini Asteri, Constantinos Daskalakis, Alexandros G. Dimakis


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Streaming Weak Submodularity: Interpreting Neural Networks on the Fly

Nov 22, 2017
Ethan R. Elenberg, Alexandros G. Dimakis, Moran Feldman, Amin Karbasi

* To appear in NIPS 2017 

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Restricted Strong Convexity Implies Weak Submodularity

Oct 12, 2017
Ethan R. Elenberg, Rajiv Khanna, Alexandros G. Dimakis, Sahand Negahban


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Model-Powered Conditional Independence Test

Sep 18, 2017
Rajat Sen, Ananda Theertha Suresh, Karthikeyan Shanmugam, Alexandros G. Dimakis, Sanjay Shakkottai

* 19 Pages, 2 figures, Accepted for publication in NIPS 2017 

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CausalGAN: Learning Causal Implicit Generative Models with Adversarial Training

Sep 14, 2017
Murat Kocaoglu, Christopher Snyder, Alexandros G. Dimakis, Sriram Vishwanath


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