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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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A first look into the carbon footprint of federated learning


Feb 15, 2021
Xinchi Qiu, Titouan Parcollet, Javier Fernandez-Marques, Pedro Porto Buarque de Gusmao, Daniel J. Beutel, Taner Topal, Akhil Mathur, Nicholas D. Lane

* arXiv admin note: substantial text overlap with arXiv:2010.06537 

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Flower: A Friendly Federated Learning Research Framework


Jul 28, 2020
Daniel J. Beutel, Taner Topal, Akhil Mathur, Xinchi Qiu, Titouan Parcollet, Nicholas D. Lane

* Open-Source, mobile-friendly Federated Learning framework 

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Quaternion Neural Networks for Multi-channel Distant Speech Recognition


May 19, 2020
Xinchi Qiu, Titouan Parcollet, Mirco Ravanelli, Nicholas Lane, Mohamed Morchid

* 4 pages 

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