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Robust Compressed Sensing MRI with Deep Generative Priors


Aug 03, 2021
Ajil Jalal, Marius Arvinte, Giannis Daras, Eric Price, Alexandros G. Dimakis, Jonathan I. Tamir


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Provable Lipschitz Certification for Generative Models


Jul 06, 2021
Matt Jordan, Alexandros G. Dimakis

* Accepted into ICML 2021 

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Fairness for Image Generation with Uncertain Sensitive Attributes


Jul 02, 2021
Ajil Jalal, Sushrut Karmalkar, Jessica Hoffmann, Alexandros G. Dimakis, Eric Price


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Instance-Optimal Compressed Sensing via Posterior Sampling


Jun 21, 2021
Ajil Jalal, Sushrut Karmalkar, Alexandros G. Dimakis, Eric Price


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Neural Distributed Source Coding


Jun 05, 2021
Jay Whang, Anish Acharya, Hyeji Kim, Alexandros G. Dimakis


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Intermediate Layer Optimization for Inverse Problems using Deep Generative Models


Feb 15, 2021
Giannis Daras, Joseph Dean, Ajil Jalal, Alexandros G. Dimakis


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Model-Based Deep Learning


Dec 15, 2020
Nir Shlezinger, Jay Whang, Yonina C. Eldar, Alexandros G. Dimakis


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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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