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Exploring Heterogeneous Characteristics of Layers in ASR Models for More Efficient Training


Oct 08, 2021
Lillian Zhou, Dhruv Guliani, Andreas Kabel, Giovanni Motta, Fran├žoise Beaufays

* \c{opyright} 2021 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works 

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Enabling On-Device Training of Speech Recognition Models with Federated Dropout


Oct 07, 2021
Dhruv Guliani, Lillian Zhou, Changwan Ryu, Tien-Ju Yang, Harry Zhang, Yonghui Xiao, Francoise Beaufays, Giovanni Motta

* \c{opyright} 2021 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses 

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


Dec 14, 2019
Khe Chai Sim, Fran├žoise 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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