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Optimization using Parallel Gradient Evaluations on Multiple Parameters


Feb 06, 2023
Yash Chandak, Shiv Shankar, Venkata Gandikota, Philip S. Thomas, Arya Mazumdar

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* Accepted at OPT workshop @ Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS 2022) 

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Async-HFL: Efficient and Robust Asynchronous Federated Learning in Hierarchical IoT Networks


Jan 17, 2023
Xiaofan Yu, Ludmila Cherkasova, Harsh Vardhan, Quanling Zhao, Emily Ekaireb, Xiyuan Zhang, Arya Mazumdar, Tajana Rosing

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* Submitted for review 

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Improved Support Recovery in Universal One-bit Compressed Sensing


Oct 29, 2022
Namiko Matsumoto, Arya Mazumdar, Soumyabrata Pal

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* 26 pages, no figures. This paper is an extended and improved version of arXiv:2107.09091 (accepted to ITCS 2022) 

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Binary Iterative Hard Thresholding Converges with Optimal Number of Measurements for 1-Bit Compressed Sensing


Jul 07, 2022
Namiko Matsumoto, Arya Mazumdar

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* To appear in FOCS 2022 

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Community Recovery in the Geometric Block Model


Jun 22, 2022
Sainyam Galhotra, Arya Mazumdar, Soumyabrata Pal, Barna Saha

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* 60 pages, 18 figures. Shorter versions accepted in AAAI 2018 and RANDOM 2019. arXiv admin note: text overlap with arXiv:1804.05013 

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Decentralized Competing Bandits in Non-Stationary Matching Markets


May 31, 2022
Avishek Ghosh, Abishek Sankararaman, Kannan Ramchandran, Tara Javidi, Arya Mazumdar

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On Learning Mixture of Linear Regressions in the Non-Realizable Setting


May 26, 2022
Avishek Ghosh, Arya Mazumdar, Soumyabrata Pal, Rajat Sen

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* To appear in ICML 2022 

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On Learning Mixture Models with Sparse Parameters


Feb 24, 2022
Arya Mazumdar, Soumyabrata Pal

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* 41 pages, Accepted at AISTATS 2022 

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Random Subgraph Detection Using Queries


Oct 08, 2021
Wasim Huleihel, Arya Mazumdar, Soumyabrata Pal

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* 29 pages 

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Lower Bounds on the Total Variation Distance Between Mixtures of Two Gaussians


Sep 02, 2021
Sami Davies, Arya Mazumdar, Soumyabrata Pal, Cyrus Rashtchian

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* 22 pages, 1 figure 

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