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Self-Supervised Pretraining of 3D Features on any Point-Cloud

Jan 07, 2021
Zaiwei Zhang, Rohit Girdhar, Armand Joulin, Ishan Misra


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Beyond English-Centric Multilingual Machine Translation

Oct 21, 2020
Angela Fan, Shruti Bhosale, Holger Schwenk, Zhiyi Ma, Ahmed El-Kishky, Siddharth Goyal, Mandeep Baines, Onur Celebi, Guillaume Wenzek, Vishrav Chaudhary, Naman Goyal, Tom Birch, Vitaliy Liptchinsky, Sergey Edunov, Edouard Grave, Michael Auli, Armand Joulin


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Target Conditioning for One-to-Many Generation

Sep 21, 2020
Marie-Anne Lachaux, Armand Joulin, Guillaume Lample


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Unsupervised Learning of Visual Features by Contrasting Cluster Assignments

Jul 17, 2020
Mathilde Caron, Ishan Misra, Julien Mairal, Priya Goyal, Piotr Bojanowski, Armand Joulin


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Training with Quantization Noise for Extreme Model Compression

Apr 17, 2020
Angela Fan, Pierre Stock, Benjamin Graham, Edouard Grave, Remi Gribonval, Herve Jegou, Armand Joulin


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Training with Quantization Noise for Extreme Fixed-Point Compression

Apr 15, 2020
Angela Fan, Pierre Stock, Benjamin Graham, Edouard Grave, Remi Gribonval, Herve Jegou, Armand Joulin


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Learning to Visually Navigate in Photorealistic Environments Without any Supervision

Apr 10, 2020
Lina Mezghani, Sainbayar Sukhbaatar, Arthur Szlam, Armand Joulin, Piotr Bojanowski


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Accessing Higher-level Representations in Sequential Transformers with Feedback Memory

Mar 09, 2020
Angela Fan, Thibaut Lavril, Edouard Grave, Armand Joulin, Sainbayar Sukhbaatar


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Unsupervised pretraining transfers well across languages

Feb 07, 2020
Morgane Rivière, Armand Joulin, Pierre-Emmanuel Mazaré, Emmanuel Dupoux

* ICASSP 2020 
* 6 pages. Accepted at ICASSP 2020. However the 2 pages of supplementary materials will appear only in the arxiv version 

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Pruning Convolutional Neural Networks with Self-Supervision

Jan 10, 2020
Mathilde Caron, Ari Morcos, Piotr Bojanowski, Julien Mairal, Armand Joulin


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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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CCNet: Extracting High Quality Monolingual Datasets from Web Crawl Data

Nov 15, 2019
Guillaume Wenzek, Marie-Anne Lachaux, Alexis Conneau, Vishrav Chaudhary, Francisco Guzmán, Armand Joulin, Edouard Grave


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CCMatrix: Mining Billions of High-Quality Parallel Sentences on the WEB

Nov 10, 2019
Holger Schwenk, Guillaume Wenzek, Sergey Edunov, Edouard Grave, Armand Joulin

* 13 pages, 4 figures. arXiv admin note: text overlap with arXiv:1907.05791 

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Updating Pre-trained Word Vectors and Text Classifiers using Monolingual Alignment

Oct 15, 2019
Piotr Bojanowski, Onur Celebi, Tomas Mikolov, Edouard Grave, Armand Joulin


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Reducing Transformer Depth on Demand with Structured Dropout

Sep 25, 2019
Angela Fan, Edouard Grave, Armand Joulin


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And the Bit Goes Down: Revisiting the Quantization of Neural Networks

Jul 29, 2019
Pierre Stock, Armand Joulin, Rémi Gribonval, Benjamin Graham, Hervé Jégou


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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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Augmenting Self-attention with Persistent Memory

Jul 02, 2019
Sainbayar Sukhbaatar, Edouard Grave, Guillaume Lample, Herve Jegou, Armand Joulin


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Adaptive Attention Span in Transformers

May 19, 2019
Sainbayar Sukhbaatar, Edouard Grave, Piotr Bojanowski, Armand Joulin

* Accepted to ACL 2019 

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Leveraging Large-Scale Uncurated Data for Unsupervised Pre-training of Visual Features

May 03, 2019
Mathilde Caron, Piotr Bojanowski, Julien Mairal, Armand Joulin


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Cooperative Learning of Disjoint Syntax and Semantics

Feb 25, 2019
Serhii Havrylov, Germán Kruszewski, Armand Joulin

* The paper was accepted at NAACL-HLT 2019 

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Unsupervised Hyperalignment for Multilingual Word Embeddings

Nov 02, 2018
Jean Alaux, Edouard Grave, Marco Cuturi, Armand Joulin

* Submitted to ICLR 

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Loss in Translation: Learning Bilingual Word Mapping with a Retrieval Criterion

Sep 05, 2018
Armand Joulin, Piotr Bojanowski, Tomas Mikolov, Herve Jegou, Edouard Grave


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Deep Clustering for Unsupervised Learning of Visual Features

Jul 15, 2018
Mathilde Caron, Piotr Bojanowski, Armand Joulin, Matthijs Douze

* Accepted at ECCV 2018 

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Unsupervised Alignment of Embeddings with Wasserstein Procrustes

May 29, 2018
Edouard Grave, Armand Joulin, Quentin Berthet


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