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data2vec: A General Framework for Self-supervised Learning in Speech, Vision and Language


Feb 07, 2022
Alexei Baevski, Wei-Ning Hsu, Qiantong Xu, Arun Babu, Jiatao Gu, Michael Auli


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Flashlight: Enabling Innovation in Tools for Machine Learning


Jan 29, 2022
Jacob Kahn, Vineel Pratap, Tatiana Likhomanenko, Qiantong Xu, Awni Hannun, Jeff Cai, Paden Tomasello, Ann Lee, Edouard Grave, Gilad Avidov, Benoit Steiner, Vitaliy Liptchinsky, Gabriel Synnaeve, Ronan Collobert


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XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale


Nov 19, 2021
Arun Babu, Changhan Wang, Andros Tjandra, Kushal Lakhotia, Qiantong Xu, Naman Goyal, Kritika Singh, Patrick von Platen, Yatharth Saraf, Juan Pino, Alexei Baevski, Alexis Conneau, Michael Auli


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Word Order Does Not Matter For Speech Recognition


Oct 18, 2021
Vineel Pratap, Qiantong Xu, Tatiana Likhomanenko, Gabriel Synnaeve, Ronan Collobert


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Simple and Effective Zero-shot Cross-lingual Phoneme Recognition


Sep 23, 2021
Qiantong Xu, Alexei Baevski, Michael Auli


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Kaizen: Continuously improving teacher using Exponential Moving Average for semi-supervised speech recognition


Jun 14, 2021
Vimal Manohar, Tatiana Likhomanenko, Qiantong Xu, Wei-Ning Hsu, Ronan Collobert, Yatharth Saraf, Geoffrey Zweig, Abdelrahman Mohamed

* 4 figures, 7 pages; fixed author list going out of margin 

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CAPE: Encoding Relative Positions with Continuous Augmented Positional Embeddings


Jun 06, 2021
Tatiana Likhomanenko, Qiantong Xu, Ronan Collobert, Gabriel Synnaeve, Alex Rogozhnikov


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Robust wav2vec 2.0: Analyzing Domain Shift in Self-Supervised Pre-Training


Apr 02, 2021
Wei-Ning Hsu, Anuroop Sriram, Alexei Baevski, Tatiana Likhomanenko, Qiantong Xu, Vineel Pratap, Jacob Kahn, Ann Lee, Ronan Collobert, Gabriel Synnaeve, Michael Auli


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