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Resource-Efficient Transfer Learning From Speech Foundation Model Using Hierarchical Feature Fusion


Nov 04, 2022
Zhouyuan Huo, Khe Chai Sim, Bo Li, Dongseong Hwang, Tara N. Sainath, Trevor Strohman

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JOIST: A Joint Speech and Text Streaming Model For ASR


Oct 13, 2022
Tara N. Sainath, Rohit Prabhavalkar, Ankur Bapna, Yu Zhang, Zhouyuan Huo, Zhehuai Chen, Bo Li, Weiran Wang, Trevor Strohman

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Pseudo Label Is Better Than Human Label


Mar 28, 2022
Dongseong Hwang, Khe Chai Sim, Zhouyuan Huo, Trevor Strohman

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* 6 pages, 2 figures, 9 tables, submitted to INTERSPEECH 

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Large-scale ASR Domain Adaptation using Self- and Semi-supervised Learning


Oct 13, 2021
Dongseong Hwang, Ananya Misra, Zhouyuan Huo, Nikhil Siddhartha, Shefali Garg, David Qiu, Khe Chai Sim, Trevor Strohman, Fran├žoise Beaufays, Yanzhang He

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* ICASSP 2022 submitted, 5 pages, 2 figures, 5 tables 

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Large-scale ASR Domain Adaptation by Self- and Semi-supervised Learning


Oct 01, 2021
Dongseong Hwang, Ananya Misra, Zhouyuan Huo, Nikhil Siddhartha, Shefali Garg, David Qiu, Khe Chai Sim, Trevor Strohman, Fran├žoise Beaufays, Yanzhang He

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* ICASSP 2022 submitted, 5 pages, 2 figures, 5 tables 

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Incremental Layer-wise Self-Supervised Learning for Efficient Speech Domain Adaptation On Device


Oct 01, 2021
Zhouyuan Huo, Dongseong Hwang, Khe Chai Sim, Shefali Garg, Ananya Misra, Nikhil Siddhartha, Trevor Strohman, Fran├žoise Beaufays

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* 5 pages 

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A Field Guide to Federated Optimization


Jul 14, 2021
Jianyu Wang, Zachary Charles, Zheng Xu, Gauri Joshi, H. Brendan McMahan, Blaise Aguera y Arcas, Maruan Al-Shedivat, Galen Andrew, Salman Avestimehr, Katharine Daly, Deepesh Data, Suhas Diggavi, Hubert Eichner, Advait Gadhikar, Zachary Garrett, Antonious M. Girgis, Filip Hanzely, Andrew Hard, Chaoyang He, Samuel Horvath, Zhouyuan Huo, Alex Ingerman, Martin Jaggi, Tara Javidi, Peter Kairouz, Satyen Kale, Sai Praneeth Karimireddy, Jakub Konecny, Sanmi Koyejo, Tian Li, Luyang Liu, Mehryar Mohri, Hang Qi, Sashank J. Reddi, Peter Richtarik, Karan Singhal, Virginia Smith, Mahdi Soltanolkotabi, Weikang Song, Ananda Theertha Suresh, Sebastian U. Stich, Ameet Talwalkar, Hongyi Wang, Blake Woodworth, Shanshan Wu, Felix X. Yu, Honglin Yuan, Manzil Zaheer, Mi Zhang, Tong Zhang, Chunxiang Zheng, Chen Zhu, Wennan Zhu

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On Large-Cohort Training for Federated Learning


Jun 15, 2021
Zachary Charles, Zachary Garrett, Zhouyuan Huo, Sergei Shmulyian, Virginia Smith

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Privacy-Preserving Asynchronous Federated Learning Algorithms for Multi-Party Vertically Collaborative Learning


Aug 14, 2020
Bin Gu, An Xu, Zhouyuan Huo, Cheng Deng, Heng Huang

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Training Faster with Compressed Gradient


Aug 13, 2020
An Xu, Zhouyuan Huo, Heng Huang

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