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Stabilizing Bi-Level Hyperparameter Optimization using Moreau-Yosida Regularization

Jul 27, 2020
Sauptik Dhar, Unmesh Kurup, Mohak Shah

* AutoML, Hyperparameter Optimization (HPO), Bi-Level Optimization, Alternating Direction Method of Multipliers (ADMM) 

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On-Device Machine Learning: An Algorithms and Learning Theory Perspective

Nov 02, 2019
Sauptik Dhar, Junyao Guo, Jiayi Liu, Samarth Tripathi, Unmesh Kurup, Mohak Shah

* Edge Learning, Resource Constrained Machine Learning, 36 pages survey 

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Variable Metric Proximal Gradient Method with Diagonal Barzilai-Borwein Stepsize

Oct 15, 2019
Youngsuk Park, Sauptik Dhar, Stephen Boyd, Mohak Shah


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Single Class Universum-SVM

Sep 21, 2019
Sauptik Dhar, Vladimir Cherkassky

* 9 pages, 4 figures 

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Multiclass Universum SVM

Aug 23, 2018
Sauptik Dhar, Vladimir Cherkassky, Mohak Shah

* 33 pages. arXiv admin note: text overlap with arXiv:1609.09162 

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Universum Learning for Multiclass SVM

Sep 29, 2016
Sauptik Dhar, Naveen Ramakrishnan, Vladimir Cherkassky, Mohak Shah

* 14 pages, 12 figures 

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Universum Learning for SVM Regression

May 27, 2016
Sauptik Dhar, Vladimir Cherkassky

* 10 pages,11 figures, Thesis: http://conservancy.umn.edu/handle/11299/162636 

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