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Sample Efficient Subspace-based Representations for Nonlinear Meta-Learning


Feb 26, 2021
Halil Ibrahim Gulluk, Yue Sun, Samet Oymak, Maryam Fazel

* To appear in ICASSP 21' 

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Function Design for Improved Competitive Ratio in Online Resource Allocation with Procurement Costs


Dec 23, 2020
Mitas Ray, Omid Sadeghi, Lillian J. Ratliff, Maryam Fazel


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Online DR-Submodular Maximization with Stochastic Cumulative Constraints


May 29, 2020
Prasanna Sanjay Raut, Omid Sadeghi, Maryam Fazel


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Online Continuous DR-Submodular Maximization with Long-Term Budget Constraints


Jun 30, 2019
Omid Sadeghi, Maryam Fazel

* Submitted to NeurIPS 2019 

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Competitive Algorithms for Online Budget-Constrained Continuous DR-Submodular Problems


Jun 30, 2019
Omid Sadeghi, Reza Eghbali, Maryam Fazel

* Submitted to NeurIPS 2019 

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Escaping from saddle points on Riemannian manifolds


Jun 18, 2019
Yue Sun, Nicolas Flammarion, Maryam Fazel

* submitted to NeurIPS 2019 

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New Computational and Statistical Aspects of Regularized Regression with Application to Rare Feature Selection and Aggregation


Apr 10, 2019
Amin Jalali, Adel Javanmard, Maryam Fazel


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Global Convergence of Policy Gradient Methods for the Linear Quadratic Regulator


Oct 21, 2018
Maryam Fazel, Rong Ge, Sham M. Kakade, Mehran Mesbahi


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Variational Gram Functions: Convex Analysis and Optimization


Apr 12, 2017
Amin Jalali, Maryam Fazel, Lin Xiao

* 26 pages, 5 figures, additional revisions to text, under revision in SIOPT, An earlier version of this work has appeared as Chapter 3 in reference [21] 

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Relative Density and Exact Recovery in Heterogeneous Stochastic Block Models


Dec 15, 2015
Amin Jalali, Qiyang Han, Ioana Dumitriu, Maryam Fazel

* 1 figure 

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Exponentiated Subgradient Algorithm for Online Optimization under the Random Permutation Model


Feb 05, 2015
Reza Eghbali, Jon Swenson, Maryam Fazel


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Learning Graphical Models With Hubs


Aug 09, 2014
Kean Ming Tan, Palma London, Karthik Mohan, Su-In Lee, Maryam Fazel, Daniela Witten


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Universal Convexification via Risk-Aversion


Jun 03, 2014
Krishnamurthy Dvijotham, Maryam Fazel, Emanuel Todorov


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Node-Based Learning of Multiple Gaussian Graphical Models


Jan 22, 2014
Karthik Mohan, Palma London, Maryam Fazel, Daniela Witten, Su-In Lee

* 42 pages, 16 figures. Accepted to JMLR, 2014 

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