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EQ-Net: A Unified Deep Learning Framework for Log-Likelihood Ratio Estimation and Quantization

Dec 23, 2020
Marius Arvinte, Ahmed H. Tewfik, Sriram Vishwanath


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Hyperbolic Graph Embedding with Enhanced Semi-Implicit Variational Inference

Oct 31, 2020
Ali Lotfi Rezaabad, Rahi Kalantari, Sriram Vishwanath, Mingyuan Zhou, Jon Tamir


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Long Short-Term Memory Spiking Networks and Their Applications

Jul 09, 2020
Ali Lotfi Rezaabad, Sriram Vishwanath


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Interpretable Factorization for Neural Network ECG Models

Jun 26, 2020
Christopher Snyder, Sriram Vishwanath


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Robust Face Verification via Disentangled Representations

Jun 23, 2020
Marius Arvinte, Ahmed H. Tewfik, Sriram Vishwanath

* Preprint 

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Deep Networks as Logical Circuits: Generalization and Interpretation

Mar 25, 2020
Christopher Snyder, Sriram Vishwanath


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Detecting Patch Adversarial Attacks with Image Residuals

Mar 02, 2020
Marius Arvinte, Ahmed Tewfik, Sriram Vishwanath


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Learning Representations by Maximizing Mutual Information in Variational Autoencoders

Jan 07, 2020
Ali Lotfi Rezaabad, Sriram Vishwanath


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Learning Representations by Maximizing Mutual Information in Variational Autoencoder

Dec 21, 2019
Ali Lotfi Rezaabad, Sriram Vishwanath


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Deep Learning-Based Quantization of L-Values for Gray-Coded Modulation

Jun 18, 2019
Marius Arvinte, Sriram Vishwanath, Ahmed H. Tewfik

* Submitted to IEEE Globecom 2019 

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Deep Log-Likelihood Ratio Quantization

Mar 11, 2019
Marius Arvinte, Ahmed H. Tewfik, Sriram Vishwanath

* Submitted to EUSIPCO 2019 

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Generalization Bounds for Neural Networks: Kernels, Symmetry, and Sample Compression

Nov 05, 2018
Christopher Snyder, Sriram Vishwanath

* 19 pages, 7 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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Entropic Latent Variable Discovery

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


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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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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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Cost-Optimal Learning of Causal Graphs

Mar 08, 2017
Murat Kocaoglu, Alexandros G. Dimakis, Sriram Vishwanath


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Entropic Causality and Greedy Minimum Entropy Coupling

Jan 28, 2017
Murat Kocaoglu, Alexandros G. Dimakis, Sriram Vishwanath, Babak Hassibi

* Submitted to ISIT 2017 

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Entropic Causal Inference

Nov 15, 2016
Murat Kocaoglu, Alexandros G. Dimakis, Sriram Vishwanath, Babak Hassibi

* To appear in AAAI 2017 

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Learning Causal Graphs with Small Interventions

Oct 30, 2015
Karthikeyan Shanmugam, Murat Kocaoglu, Alexandros G. Dimakis, Sriram Vishwanath

* Accepted to NIPS 2015 

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Sparse Online Low-Rank Projection and Outlier Rejection (SOLO) for 3-D Rigid-Body Motion Registration

Sep 22, 2011
Chris Slaughter, Allen Y. Yang, Justin Bagwell, Costa Checkles, Luis Sentis, Sriram Vishwanath


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