Training Speech Recognition Models with Federated Learning: A Quality/Cost Framework
Guliani, Dhruv, Beaufays, Francoise, Motta, Giovanni
Published in ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (06.06.2021)
Published in ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (06.06.2021)
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Conference Proceeding
Enabling On-Device Training of Speech Recognition Models With Federated Dropout
Guliani, Dhruv, Zhou, Lillian, Ryu, Changwan, Yang, Tien-Ju, Zhang, Harry, Xiao, Yonghui, Beaufays, Francoise, Motta, Giovanni
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
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Conference Proceeding
A Method to Reveal Speaker Identity in Distributed ASR Training, and How to Counter IT
Dang, Trung, Thakkar, Om, Ramaswamy, Swaroop, Mathews, Rajiv, Chin, Peter, Beaufays, Francoise
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
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Conference Proceeding
Fast Contextual Adaptation with Neural Associative Memory for On-Device Personalized Speech Recognition
Munkhdalai, Tsendsuren, Sim, Khe Chai, Chandorkar, Angad, Gao, Fan, Chua, Mason, Strohman, Trevor, Beaufays, Francoise
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
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Conference Proceeding
Exploring Heterogeneous Characteristics of Layers in ASR Models for More Efficient Training
Zhou, Lillian, Guliani, Dhruv, Kabel, Andreas, Motta, Giovanni, Beaufays, Francoise
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
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Conference Proceeding
Large-Scale ASR Domain Adaptation Using Self- and Semi-Supervised Learning
Hwang, Dongseong, Misra, Ananya, Huo, Zhouyuan, Siddhartha, Nikhil, Garg, Shefali, Qiu, David, Sim, Khe Chai, Strohman, Trevor, Beaufays, Francoise, He, Yanzhang
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
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Conference Proceeding
Lego-Features: Exporting Modular Encoder Features for Streaming and Deliberation ASR
Botros, Rami, Prabhavalkar, Rohit, Schalkwyk, Johan, Chelba, Ciprian, Sainath, Tara N., Beaufays, Francoise
Published in ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (04.06.2023)
Published in ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (04.06.2023)
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Conference Proceeding
Abstract Intelligence: Embodying and Enabling Cognitive Systems by Mathematical Engineering
Mizoguchi, Fumio, Wang, Yingxu, Patel, Shushma, Raskin, Victor, Tsumoto, Shusaku, Baciu, George, Widrow, Bernard, Zadeh, Lotfi A, Howard, Newton, Beaufays, Françoise, Hsu, D Frank, Luo, Guiming, Wei, Wei, Zhang, Du
Published in International journal of cognitive informatics & natural intelligence (01.01.2017)
Published in International journal of cognitive informatics & natural intelligence (01.01.2017)
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Journal Article
Fix it where it fails: Pronunciation learning by mining error corrections from speech logs
Zhenzhen Kou, Stanton, Daisy, Fuchun Peng, Beaufays, Francoise, Strohman, Trevor
Published in 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.04.2015)
Published in 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.04.2015)
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Conference Proceeding
Recognition of multilingual speech in mobile applications
Hui Lin, Jui-ting Huang, Beaufays, F., Strope, B., Yun-hsuan Sung
Published in 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.03.2012)
Published in 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.03.2012)
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Conference Proceeding
Personalized speech recognition on mobile devices
McGraw, Ian, Prabhavalkar, Rohit, Alvarez, Raziel, Gonzalez Arenas, Montse, Rao, Kanishka, Rybach, David, Alsharif, Ouais, Sak, Hasim, Gruenstein, Alexander, Beaufays, Francoise, Parada, Carolina
Published in 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.03.2016)
Published in 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.03.2016)
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Conference Proceeding
Journal Article
Recognizing English queries in Mandarin Voice Search
Hung-An Chang, Yun-Hsuan Sung, Strope, Brian, Beaufays, Francoise
Published in 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.05.2011)
Published in 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.05.2011)
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Conference Proceeding
Deploying GOOG-411: Early lessons in data, measurement, and testing
Bacchiani, M., Beaufays, F., Schalkwyk, J., Schuster, M., Strope, B.
Published in 2008 IEEE International Conference on Acoustics, Speech and Signal Processing (01.03.2008)
Published in 2008 IEEE International Conference on Acoustics, Speech and Signal Processing (01.03.2008)
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Conference Proceeding
Search results based N-best hypothesis rescoring with maximum entropy classification
Peng, Fuchun, Roy, Scott, Shahshahani, Ben, Beaufays, Francoise
Published in 2013 IEEE Workshop on Automatic Speech Recognition and Understanding (01.12.2013)
Published in 2013 IEEE Workshop on Automatic Speech Recognition and Understanding (01.12.2013)
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Conference Proceeding
Revisiting graphemes with increasing amounts of data
Yun-Hsuan Sung, Hughes, T., Beaufays, F., Strope, B.
Published in 2009 IEEE International Conference on Acoustics, Speech and Signal Processing (01.04.2009)
Published in 2009 IEEE International Conference on Acoustics, Speech and Signal Processing (01.04.2009)
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Conference Proceeding
Personalization of End-to-End Speech Recognition on Mobile Devices for Named Entities
Sim, Khe Chai, Beaufays, Francoise, Benard, Arnaud, Guliani, Dhruv, Kabel, Andreas, Khare, Nikhil, Lucassen, Tamar, Zadrazil, Petr, Zhang, Harry, Johnson, Leif, Motta, Giovanni, Zhou, Lillian
Published in 2019 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU) (01.12.2019)
Published in 2019 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU) (01.12.2019)
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Conference Proceeding