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A Momentum-Assisted Single-Timescale Stochastic Approximation Algorithm for Bilevel Optimization


Feb 15, 2021
Prashant Khanduri, Siliang Zeng, Mingyi Hong, Hoi-To Wai, Zhaoran Wang, Zhuoran Yang

* 34 Pages, 10 Figures 

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Parallel Restarted SPIDER -- Communication Efficient Distributed Nonconvex Optimization with Optimal Computation Complexity


Dec 12, 2019
Pranay Sharma, Prashant Khanduri, Saikiran Bulusu, Ketan Rajawat, Pramod K. Varshney


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Why Interpretability in Machine Learning? An Answer Using Distributed Detection and Data Fusion Theory


Jun 25, 2018
Kush R. Varshney, Prashant Khanduri, Pranay Sharma, Shan Zhang, Pramod K. Varshney

* presented at 2018 ICML Workshop on Human Interpretability in Machine Learning (WHI 2018), Stockholm, Sweden 

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Universal Collaboration Strategies for Signal Detection: A Sparse Learning Approach


Jun 28, 2016
Prashant Khanduri, Bhavya Kailkhura, Jayaraman J. Thiagarajan, Pramod K. Varshney


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