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Françoise 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, Françoise Beaufays

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Understanding Unintended Memorization in Federated Learning

Jun 12, 2020
Om Thakkar, Swaroop Ramaswamy, Rajiv Mathews, Françoise Beaufays

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Low-rank Gradient Approximation For Memory-Efficient On-device Training of Deep Neural Network

Jan 24, 2020
Mary Gooneratne, Khe Chai Sim, Petr Zadrazil, Andreas Kabel, Françoise Beaufays, Giovanni Motta

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Personalization of End-to-end Speech Recognition On Mobile Devices For Named Entities

Dec 14, 2019
Khe Chai Sim, Françoise Beaufays, Arnaud Benard, Dhruv Guliani, Andreas Kabel, Nikhil Khare, Tamar Lucassen, Petr Zadrazil, Harry Zhang, Leif Johnson, Giovanni Motta, Lillian Zhou

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Writing Across the World's Languages: Deep Internationalization for Gboard, the Google Keyboard

Dec 03, 2019
Daan van Esch, Elnaz Sarbar, Tamar Lucassen, Jeremy O'Brien, Theresa Breiner, Manasa Prasad, Evan Crew, Chieu Nguyen, Françoise Beaufays

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Federated Evaluation of On-device Personalization

Oct 22, 2019
Kangkang Wang, Rajiv Mathews, Chloé Kiddon, Hubert Eichner, Françoise Beaufays, Daniel Ramage

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Federated Learning of N-gram Language Models

Oct 08, 2019
Mingqing Chen, Ananda Theertha Suresh, Rajiv Mathews, Adeline Wong, Cyril Allauzen, Françoise Beaufays, Michael Riley

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An Investigation Into On-device Personalization of End-to-end Automatic Speech Recognition Models

Sep 14, 2019
Khe Chai Sim, Petr Zadrazil, Françoise Beaufays

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Federated Learning for Emoji Prediction in a Mobile Keyboard

Jun 11, 2019
Swaroop Ramaswamy, Rajiv Mathews, Kanishka Rao, Françoise Beaufays

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Federated Learning Of Out-Of-Vocabulary Words

Mar 26, 2019
Mingqing Chen, Rajiv Mathews, Tom Ouyang, Françoise Beaufays

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