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Contrastive Distillation Is a Sample-Efficient Self-Supervised Loss Policy for Transfer Learning


Dec 21, 2022
Chris Lengerich, Gabriel Synnaeve, Amy Zhang, Hugh Leather, Kurt Shuster, François Charton, Charysse Redwood

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Audio Language Modeling using Perceptually-Guided Discrete Representations


Nov 04, 2022
Felix Kreuk, Yaniv Taigman, Adam Polyak, Jade Copet, Gabriel Synnaeve, Alexandre DĂ©fossez, Yossi Adi

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Leveraging Demonstrations with Latent Space Priors


Oct 26, 2022
Jonas Gehring, Deepak Gopinath, Jungdam Won, Andreas Krause, Gabriel Synnaeve, Nicolas Usunier

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High Fidelity Neural Audio Compression


Oct 24, 2022
Alexandre DĂ©fossez, Jade Copet, Gabriel Synnaeve, Yossi Adi

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* Preprint 

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On The Robustness of Self-Supervised Representations for Spoken Language Modeling


Sep 30, 2022
Itai Gat, Felix Kreuk, Ann Lee, Jade Copet, Gabriel Synnaeve, Emmanuel Dupoux, Yossi Adi

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AudioGen: Textually Guided Audio Generation


Sep 30, 2022
Felix Kreuk, Gabriel Synnaeve, Adam Polyak, Uriel Singer, Alexandre DĂ©fossez, Jade Copet, Devi Parikh, Yaniv Taigman, Yossi Adi

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Code Translation with Compiler Representations


Jul 13, 2022
Marc Szafraniec, Baptiste Roziere, Hugh Leather, Francois Charton, Patrick Labatut, Gabriel Synnaeve

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* 9 pages 

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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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Star Temporal Classification: Sequence Classification with Partially Labeled Data


Jan 28, 2022
Vineel Pratap, Awni Hannun, Gabriel Synnaeve, Ronan Collobert

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Augmenting Convolutional networks with attention-based aggregation


Dec 27, 2021
Hugo Touvron, Matthieu Cord, Alaaeldin El-Nouby, Piotr Bojanowski, Armand Joulin, Gabriel Synnaeve, Hervé Jégou

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