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Logit Attenuating Weight Normalization


Aug 12, 2021
Aman Gupta, Rohan Ramanath, Jun Shi, Anika Ramachandran, Sirou Zhou, Mingzhou Zhou, S. Sathiya Keerthi

* 23 pages 

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Regression via Implicit Models and Optimal Transport Cost Minimization


Mar 03, 2020
Saurav Manchanda, Khoa Doan, Pranjul Yadav, S. Sathiya Keerthi


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Targeted display advertising: the case of preferential attachment


Feb 07, 2020
Saurav Manchanda, Pranjul Yadav, Khoa Doan, S. Sathiya Keerthi

* IEEE BigData 2019 paper 

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Regression with Conditional GAN


Jun 01, 2019
Karan Aggarwal, Matthieu Kirchmeyer, Pranjul Yadav, S. Sathiya Keerthi, Patrick Gallinari


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Learning State Representations for Query Optimization with Deep Reinforcement Learning


Mar 22, 2018
Jennifer Ortiz, Magdalena Balazinska, Johannes Gehrke, S. Sathiya Keerthi


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Batch-Expansion Training: An Efficient Optimization Framework


Feb 23, 2018
Michał Dereziński, Dhruv Mahajan, S. Sathiya Keerthi, S. V. N. Vishwanathan, Markus Weimer


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Distributed Newton Methods for Deep Neural Networks


Feb 01, 2018
Chien-Chih Wang, Kent Loong Tan, Chun-Ting Chen, Yu-Hsiang Lin, S. Sathiya Keerthi, Dhruv Mahajan, S. Sundararajan, Chih-Jen Lin

* Supplementary materials and experimental code are available at https://www.csie.ntu.edu.tw/~cjlin/papers/dnn 

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Towards a Better Understanding of Predict and Count Models


Nov 06, 2015
S. Sathiya Keerthi, Tobias Schnabel, Rajiv Khanna

* 17 pages 

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A distributed block coordinate descent method for training $l_1$ regularized linear classifiers


Mar 16, 2015
Dhruv Mahajan, S. Sathiya Keerthi, S. Sundararajan


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An efficient distributed learning algorithm based on effective local functional approximations


Mar 16, 2015
Dhruv Mahajan, Nikunj Agrawal, S. Sathiya Keerthi, S. Sundararajan, Leon Bottou


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A Distributed Algorithm for Training Nonlinear Kernel Machines


May 18, 2014
Dhruv Mahajan, S. Sathiya Keerthi, S. Sundararajan


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A Quantitative Evaluation Framework for Missing Value Imputation Algorithms


Nov 10, 2013
Vinod Nair, Rahul Kidambi, Sundararajan Sellamanickam, S. Sathiya Keerthi, Johannes Gehrke, Vijay Narayanan

* 9 pages 

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A Structured Prediction Approach for Missing Value Imputation


Nov 09, 2013
Rahul Kidambi, Vinod Nair, Sundararajan Sellamanickam, S. Sathiya Keerthi

* 9 Pages 

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A Parallel SGD method with Strong Convergence


Nov 04, 2013
Dhruv Mahajan, S. Sathiya Keerthi, S. Sundararajan, Leon Bottou


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