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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

* 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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