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MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding


Apr 26, 2021
Aishwarya Kamath, Mannat Singh, Yann LeCun, Ishan Misra, Gabriel Synnaeve, Nicolas Carion


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Differentiable Model Compression via Pseudo Quantization Noise


Apr 20, 2021
Alexandre Défossez, Yossi Adi, Gabriel Synnaeve


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Gradient Matching for Domain Generalization


Apr 20, 2021
Yuge Shi, Jeffrey Seely, Philip H. S. Torr, N. Siddharth, Awni Hannun, Nicolas Usunier, Gabriel Synnaeve


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Going deeper with Image Transformers


Apr 07, 2021
Hugo Touvron, Matthieu Cord, Alexandre Sablayrolles, Gabriel Synnaeve, Hervé Jégou


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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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MLS: A Large-Scale Multilingual Dataset for Speech Research


Dec 19, 2020
Vineel Pratap, Qiantong Xu, Anuroop Sriram, Gabriel Synnaeve, Ronan Collobert

* Interspeech 2020 

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Joint Masked CPC and CTC Training for ASR


Oct 30, 2020
Chaitanya Talnikar, Tatiana Likhomanenko, Ronan Collobert, Gabriel Synnaeve


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Rethinking Evaluation in ASR: Are Our Models Robust Enough?


Oct 22, 2020
Tatiana Likhomanenko, Qiantong Xu, Vineel Pratap, Paden Tomasello, Jacob Kahn, Gilad Avidov, Ronan Collobert, Gabriel Synnaeve


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slimIPL: Language-Model-Free Iterative Pseudo-Labeling


Oct 22, 2020
Tatiana Likhomanenko, Qiantong Xu, Jacob Kahn, Gabriel Synnaeve, Ronan Collobert


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Self-training and Pre-training are Complementary for Speech Recognition


Oct 22, 2020
Qiantong Xu, Alexei Baevski, Tatiana Likhomanenko, Paden Tomasello, Alexis Conneau, Ronan Collobert, Gabriel Synnaeve, Michael Auli


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Population Based Training for Data Augmentation and Regularization in Speech Recognition


Oct 08, 2020
Daniel Haziza, Jérémy Rapin, Gabriel Synnaeve

* tech report from Dec. 2019 

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Massively Multilingual ASR: 50 Languages, 1 Model, 1 Billion Parameters


Jul 08, 2020
Vineel Pratap, Anuroop Sriram, Paden Tomasello, Awni Hannun, Vitaliy Liptchinsky, Gabriel Synnaeve, Ronan Collobert


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Data Augmenting Contrastive Learning of Speech Representations in the Time Domain


Jul 02, 2020
Eugene Kharitonov, Morgane Rivière, Gabriel Synnaeve, Lior Wolf, Pierre-Emmanuel Mazaré, Matthijs Douze, Emmanuel Dupoux


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Real Time Speech Enhancement in the Waveform Domain


Jun 23, 2020
Alexandre Defossez, Gabriel Synnaeve, Yossi Adi


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End-to-End Object Detection with Transformers


May 28, 2020
Nicolas Carion, Francisco Massa, Gabriel Synnaeve, Nicolas Usunier, Alexander Kirillov, Sergey Zagoruyko


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Iterative Pseudo-Labeling for Speech Recognition


May 19, 2020
Qiantong Xu, Tatiana Likhomanenko, Jacob Kahn, Awni Hannun, Gabriel Synnaeve, Ronan Collobert


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Contextualizing ASR Lattice Rescoring with Hybrid Pointer Network Language Model


May 15, 2020
Da-Rong Liu, Chunxi Liu, Frank Zhang, Gabriel Synnaeve, Yatharth Saraf, Geoffrey Zweig


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Semi-Supervised Speech Recognition via Local Prior Matching


Feb 24, 2020
Wei-Ning Hsu, Ann Lee, Gabriel Synnaeve, Awni Hannun


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Polygames: Improved Zero Learning


Jan 27, 2020
Tristan Cazenave, Yen-Chi Chen, Guan-Wei Chen, Shi-Yu Chen, Xian-Dong Chiu, Julien Dehos, Maria Elsa, Qucheng Gong, Hengyuan Hu, Vasil Khalidov, Cheng-Ling Li, Hsin-I Lin, Yu-Jin Lin, Xavier Martinet, Vegard Mella, Jeremy Rapin, Baptiste Roziere, Gabriel Synnaeve, Fabien Teytaud, Olivier Teytaud, Shi-Cheng Ye, Yi-Jun Ye, Shi-Jim Yen, Sergey Zagoruyko


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Scaling Up Online Speech Recognition Using ConvNets


Jan 27, 2020
Vineel Pratap, Qiantong Xu, Jacob Kahn, Gilad Avidov, Tatiana Likhomanenko, Awni Hannun, Vitaliy Liptchinsky, Gabriel Synnaeve, Ronan Collobert


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Libri-Light: A Benchmark for ASR with Limited or No Supervision


Dec 17, 2019
Jacob Kahn, Morgane Rivière, Weiyi Zheng, Evgeny Kharitonov, Qiantong Xu, Pierre-Emmanuel Mazaré, Julien Karadayi, Vitaliy Liptchinsky, Ronan Collobert, Christian Fuegen, Tatiana Likhomanenko, Gabriel Synnaeve, Armand Joulin, Abdelrahman Mohamed, Emmanuel Dupoux


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End-to-end ASR: from Supervised to Semi-Supervised Learning with Modern Architectures


Nov 19, 2019
Gabriel Synnaeve, Qiantong Xu, Jacob Kahn, Edouard Grave, Tatiana Likhomanenko, Vineel Pratap, Anuroop Sriram, Vitaliy Liptchinsky, Ronan Collobert


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Deja-vu: Double Feature Presentation in Deep Transformer Networks


Oct 23, 2019
Andros Tjandra, Chunxi Liu, Frank Zhang, Xiaohui Zhang, Yongqiang Wang, Gabriel Synnaeve, Satoshi Nakamura, Geoffrey Zweig


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A Structured Prediction Approach for Generalization in Cooperative Multi-Agent Reinforcement Learning


Oct 19, 2019
Nicolas Carion, Gabriel Synnaeve, Alessandro Lazaric, Nicolas Usunier

* NeurIPS 2019 

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Why Build an Assistant in Minecraft?


Jul 25, 2019
Arthur Szlam, Jonathan Gray, Kavya Srinet, Yacine Jernite, Armand Joulin, Gabriel Synnaeve, Douwe Kiela, Haonan Yu, Zhuoyuan Chen, Siddharth Goyal, Demi Guo, Danielle Rothermel, C. Lawrence Zitnick, Jason Weston


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Growing Action Spaces


Jun 28, 2019
Gregory Farquhar, Laura Gustafson, Zeming Lin, Shimon Whiteson, Nicolas Usunier, Gabriel Synnaeve


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