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Permutation-Based SGD: Is Random Optimal?


Feb 19, 2021
Shashank Rajput, Kangwook Lee, Dimitris Papailiopoulos


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Attack of the Tails: Yes, You Really Can Backdoor Federated Learning


Jul 09, 2020
Hongyi Wang, Kartik Sreenivasan, Shashank Rajput, Harit Vishwakarma, Saurabh Agarwal, Jy-yong Sohn, Kangwook Lee, Dimitris Papailiopoulos


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Optimal Lottery Tickets via SubsetSum: Logarithmic Over-Parameterization is Sufficient


Jun 14, 2020
Ankit Pensia, Shashank Rajput, Alliot Nagle, Harit Vishwakarma, Dimitris Papailiopoulos


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Closing the convergence gap of SGD without replacement


Mar 05, 2020
Shashank Rajput, Anant Gupta, Dimitris Papailiopoulos


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DETOX: A Redundancy-based Framework for Faster and More Robust Gradient Aggregation


Jul 29, 2019
Shashank Rajput, Hongyi Wang, Zachary Charles, Dimitris Papailiopoulos


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Convergence and Margin of Adversarial Training on Separable Data


May 22, 2019
Zachary Charles, Shashank Rajput, Stephen Wright, Dimitris Papailiopoulos


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Does Data Augmentation Lead to Positive Margin?


May 08, 2019
Shashank Rajput, Zhili Feng, Zachary Charles, Po-Ling Loh, Dimitris Papailiopoulos

* ICML 2019 

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