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ZeroFL: Efficient On-Device Training for Federated Learning with Local Sparsity


Aug 04, 2022
Xinchi Qiu, Javier Fernandez-Marques, Pedro PB Gusmao, Yan Gao, Titouan Parcollet, Nicholas Donald Lane

* International Conference on Learning Representations, 2022 
* Published as a conference paper at ICLR 2022 

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Automatic Data Augmentation Selection and Parametrization in Contrastive Self-Supervised Speech Representation Learning


Apr 08, 2022
Salah Zaiem, Titouan Parcollet, Slim Essid

* Submitted to INTERSPEECH 2022 

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Federated Self-supervised Speech Representations: Are We There Yet?


Apr 06, 2022
Yan Gao, Javier Fernandez-Marques, Titouan Parcollet, Abhinav Mehrotra, Nicholas D. Lane


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End-to-end model for named entity recognition from speech without paired training data


Apr 02, 2022
Salima Mdhaffar, Jarod Duret, Titouan Parcollet, Yannick Estève

* Submitted to INTERSPEECH 2022 

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Pretext Tasks selection for multitask self-supervised speech representation learning


Jul 01, 2021
Salah Zaiem, Titouan Parcollet, Slim Essid


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SpeechBrain: A General-Purpose Speech Toolkit


Jun 08, 2021
Mirco Ravanelli, Titouan Parcollet, Peter Plantinga, Aku Rouhe, Samuele Cornell, Loren Lugosch, Cem Subakan, Nauman Dawalatabad, Abdelwahab Heba, Jianyuan Zhong, Ju-Chieh Chou, Sung-Lin Yeh, Szu-Wei Fu, Chien-Feng Liao, Elena Rastorgueva, François Grondin, William Aris, Hwidong Na, Yan Gao, Renato De Mori, Yoshua Bengio

* Preprint 

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End-to-End Speech Recognition from Federated Acoustic Models


Apr 29, 2021
Yan Gao, Titouan Parcollet, Javier Fernandez-Marques, Pedro P. B. de Gusmao, Daniel J. Beutel, Nicholas D. Lane


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LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech


Apr 23, 2021
Solene Evain, Ha Nguyen, Hang Le, Marcely Zanon Boito, Salima Mdhaffar, Sina Alisamir, Ziyi Tong, Natalia Tomashenko, Marco Dinarelli, Titouan Parcollet, Alexandre Allauzen, Yannick Esteve, Benjamin Lecouteux, Francois Portet, Solange Rossato, Fabien Ringeval, Didier Schwab, Laurent Besacier

* Submitted to Interspeech 2021 

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Conditional independence for pretext task selection in Self-supervised speech representation learning


Apr 15, 2021
Salah Zaiem, Titouan Parcollet, Slim Essid

* 5 pages, submitted to Interspeech2021 

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On-device Federated Learning with Flower


Apr 07, 2021
Akhil Mathur, Daniel J. Beutel, Pedro Porto Buarque de Gusmão, Javier Fernandez-Marques, Taner Topal, Xinchi Qiu, Titouan Parcollet, Yan Gao, Nicholas D. Lane

* On-device Intelligence Workshop at the Fourth Conference on Machine Learning and Systems (MLSys), April 9, 2021 
* Accepted at the 2nd On-device Intelligence Workshop @ MLSys 2021. arXiv admin note: substantial text overlap with arXiv:2007.14390 

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