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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, 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

* 4 pages, 4 figures 

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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

* 10 pages 

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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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Applied Federated Learning: Improving Google Keyboard Query Suggestions


Dec 07, 2018
Timothy Yang, Galen Andrew, Hubert Eichner, Haicheng Sun, Wei Li, Nicholas Kong, Daniel Ramage, Françoise Beaufays


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Federated Learning for Mobile Keyboard Prediction


Nov 08, 2018
Andrew Hard, Kanishka Rao, Rajiv Mathews, Françoise Beaufays, Sean Augenstein, Hubert Eichner, Chloé Kiddon, Daniel Ramage

* 7 pages, 4 figures 

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Mobile Keyboard Input Decoding with Finite-State Transducers


Apr 13, 2017
Tom Ouyang, David Rybach, Françoise Beaufays, Michael Riley


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Fast and Accurate Recurrent Neural Network Acoustic Models for Speech Recognition


Jul 24, 2015
Haşim Sak, Andrew Senior, Kanishka Rao, Françoise Beaufays

* To be published in the INTERSPEECH 2015 proceedings 

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Long Short-Term Memory Based Recurrent Neural Network Architectures for Large Vocabulary Speech Recognition


Feb 05, 2014
Haşim Sak, Andrew Senior, Françoise Beaufays


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