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Learning Co-segmentation by Segment Swapping for Retrieval and Discovery


Oct 29, 2021
Xi Shen, Alexei A. Efros, Armand Joulin, Mathieu Aubry


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An End-to-End Transformer Model for 3D Object Detection


Sep 16, 2021
Ishan Misra, Rohit Girdhar, Armand Joulin

* Accepted at ICCV 2021 

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XCiT: Cross-Covariance Image Transformers


Jun 18, 2021
Alaaeldin El-Nouby, Hugo Touvron, Mathilde Caron, Piotr Bojanowski, Matthijs Douze, Armand Joulin, Ivan Laptev, Natalia Neverova, Gabriel Synnaeve, Jakob Verbeek, Hervé Jegou


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Emerging Properties in Self-Supervised Vision Transformers


May 24, 2021
Mathilde Caron, Hugo Touvron, Ishan Misra, Hervé Jégou, Julien Mairal, Piotr Bojanowski, Armand Joulin

* 21 pages 

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ResMLP: Feedforward networks for image classification with data-efficient training


May 07, 2021
Hugo Touvron, Piotr Bojanowski, Mathilde Caron, Matthieu Cord, Alaaeldin El-Nouby, Edouard Grave, Armand Joulin, Gabriel Synnaeve, Jakob Verbeek, Hervé Jégou


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Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples


Apr 28, 2021
Mahmoud Assran, Mathilde Caron, Ishan Misra, Piotr Bojanowski, Armand Joulin, Nicolas Ballas, Michael Rabbat


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LeViT: a Vision Transformer in ConvNet's Clothing for Faster Inference


Apr 02, 2021
Ben Graham, Alaaeldin El-Nouby, Hugo Touvron, Pierre Stock, Armand Joulin, Hervé Jégou, Matthijs Douze


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Self-supervised Pretraining of Visual Features in the Wild


Mar 05, 2021
Priya Goyal, Mathilde Caron, Benjamin Lefaudeux, Min Xu, Pengchao Wang, Vivek Pai, Mannat Singh, Vitaliy Liptchinsky, Ishan Misra, Armand Joulin, Piotr Bojanowski


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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 Guzm√°n, 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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