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UserLibri: A Dataset for ASR Personalization Using Only Text


Jul 02, 2022
Theresa Breiner, Swaroop Ramaswamy, Ehsan Variani, Shefali Garg, Rajiv Mathews, Khe Chai Sim, Kilol Gupta, Mingqing Chen, Lara McConnaughey

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* Accepted for publication in Interspeech 2022. 9 total pages with appendix, 9 total tables, 5 total figures 

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Public Data-Assisted Mirror Descent for Private Model Training


Dec 01, 2021
Ehsan Amid, Arun Ganesh, Rajiv Mathews, Swaroop Ramaswamy, Shuang Song, Thomas Steinke, Vinith M. Suriyakumar, Om Thakkar, Abhradeep Thakurta

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* 20 pages, 9 figures, 3 tables 

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Revealing and Protecting Labels in Distributed Training


Oct 31, 2021
Trung Dang, Om Thakkar, Swaroop Ramaswamy, Rajiv Mathews, Peter Chin, Fran├žoise Beaufays

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A Method to Reveal Speaker Identity in Distributed ASR Training, and How to Counter It


Apr 15, 2021
Trung Dang, Om Thakkar, Swaroop Ramaswamy, Rajiv Mathews, Peter Chin, Fran├žoise Beaufays

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Training Production Language Models without Memorizing User Data


Sep 21, 2020
Swaroop Ramaswamy, Om Thakkar, Rajiv Mathews, Galen Andrew, H. Brendan McMahan, Fran├žoise Beaufays

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Understanding Unintended Memorization in Federated Learning


Jun 12, 2020
Om Thakkar, Swaroop Ramaswamy, Rajiv Mathews, Fran├žoise Beaufays

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Generative Models for Effective ML on Private, Decentralized Datasets


Nov 15, 2019
Sean Augenstein, H. Brendan McMahan, Daniel Ramage, Swaroop Ramaswamy, Peter Kairouz, Mingqing Chen, Rajiv Mathews, Blaise Aguera y Arcas

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* 27 pages, 8 figures 

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Federated Learning for Emoji Prediction in a Mobile Keyboard


Jun 11, 2019
Swaroop Ramaswamy, Rajiv Mathews, Kanishka Rao, Fran├žoise Beaufays

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