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Implicit Regularization of Normalization Methods

Nov 23, 2019
Xiaoxia Wu, Edgar Dobriban, Tongzheng Ren, Shanshan Wu, Zhiyuan Li, Suriya Gunasekar, Rachel Ward, Qiang Liu


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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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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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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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Leveraging Sparsity for Efficient Submodular Data Summarization

Mar 08, 2017
Erik M. Lindgren, Shanshan Wu, Alexandros G. Dimakis

* In NIPS 2016 

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Single Pass PCA of Matrix Products

Oct 26, 2016
Shanshan Wu, Srinadh Bhojanapalli, Sujay Sanghavi, Alexandros G. Dimakis

* 24 pages, 4 figures, NIPS 2016 

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