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Generalization for multiclass classification with overparameterized linear models


Jun 03, 2022
Vignesh Subramanian, Rahul Arya, Anant Sahai

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* 44 pages, 4 figures 

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Classification and Adversarial examples in an Overparameterized Linear Model: A Signal Processing Perspective


Sep 27, 2021
Adhyyan Narang, Vidya Muthukumar, Anant Sahai

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* 32 pages, 10 figures 

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On the Impossibility of Convergence of Mixed Strategies with No Regret Learning


Dec 03, 2020
Vidya Muthukumar, Soham Phade, Anant Sahai

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* 44 pages, 12 figures 

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Classification vs regression in overparameterized regimes: Does the loss function matter?


May 16, 2020
Vidya Muthukumar, Adhyyan Narang, Vignesh Subramanian, Mikhail Belkin, Daniel Hsu, Anant Sahai

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Harmless interpolation of noisy data in regression


Mar 21, 2019
Vidya Muthukumar, Kailas Vodrahalli, Anant Sahai

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* 17 pages, presented at ITA in San Diego in Feb 2019 

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Best of many worlds: Robust model selection for online supervised learning


May 22, 2018
Vidya Muthukumar, Mitas Ray, Anant Sahai, Peter L. Bartlett

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* 33 pages, 5 figures 

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Cooperative Multi-Agent Reinforcement Learning for Low-Level Wireless Communication


Jan 14, 2018
Colin de Vrieze, Shane Barratt, Daniel Tsai, Anant Sahai

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The source coding game with a cheating switcher


Dec 18, 2007
Hari Palaiyanur, Cheng Chang, Anant Sahai

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* 27 pages, 11 figures. Submitted to IT Transactions 

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