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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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Learning Adaptive Exploration Strategies in Dynamic Environments Through Informed Policy Regularization

May 06, 2020
Pierre-Alexandre Kamienny, Matteo Pirotta, Alessandro Lazaric, Thibault Lavril, Nicolas Usunier, Ludovic Denoyer

* 18 pages 

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Tensor Decompositions for temporal knowledge base completion

Apr 10, 2020
Timothée Lacroix, Guillaume Obozinski, Nicolas Usunier


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On the Convergence of Adam and Adagrad

Mar 05, 2020
Alexandre DĂ©fossez, LĂ©on Bottou, Francis Bach, Nicolas Usunier

* 19 pages, 0 figures, preprint version 

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Music Source Separation in the Waveform Domain

Nov 27, 2019
Alexandre DĂ©fossez, Nicolas Usunier, LĂ©on Bottou, Francis Bach


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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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Demucs: Deep Extractor for Music Sources with extra unlabeled data remixed

Sep 03, 2019
Alexandre DĂ©fossez, Nicolas Usunier, LĂ©on Bottou, Francis Bach


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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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Fully Convolutional Speech Recognition

Dec 17, 2018
Neil Zeghidour, Qiantong Xu, Vitaliy Liptchinsky, Nicolas Usunier, Gabriel Synnaeve, Ronan Collobert


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To Reverse the Gradient or Not: An Empirical Comparison of Adversarial and Multi-task Learning in Speech Recognition

Dec 13, 2018
Yossi Adi, Neil Zeghidour, Ronan Collobert, Nicolas Usunier, Vitaliy Liptchinsky, Gabriel Synnaeve


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Forward Modeling for Partial Observation Strategy Games - A StarCraft Defogger

Nov 30, 2018
Gabriel Synnaeve, Zeming Lin, Jonas Gehring, Dan Gant, Vegard Mella, Vasil Khalidov, Nicolas Carion, Nicolas Usunier

* Advances in Neural Information Processing Systems 31 (2018) 10759-10770 

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High-Level Strategy Selection under Partial Observability in StarCraft: Brood War

Nov 21, 2018
Jonas Gehring, Da Ju, Vegard Mella, Daniel Gant, Nicolas Usunier, Gabriel Synnaeve


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SING: Symbol-to-Instrument Neural Generator

Oct 23, 2018
Alexandre DĂ©fossez, Neil Zeghidour, Nicolas Usunier, LĂ©on Bottou, Francis Bach

* Conference on Neural Information Processing Systems (NIPS), Dec 2018, Montr{\'e}al, Canada 

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End-to-End Speech Recognition From the Raw Waveform

Jun 21, 2018
Neil Zeghidour, Nicolas Usunier, Gabriel Synnaeve, Ronan Collobert, Emmanuel Dupoux

* Accepted for presentation at Interspeech 2018 

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Canonical Tensor Decomposition for Knowledge Base Completion

Jun 19, 2018
Timothée Lacroix, Nicolas Usunier, Guillaume Obozinski


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Value Propagation Networks

May 28, 2018
Nantas Nardelli, Gabriel Synnaeve, Zeming Lin, Pushmeet Kohli, Philip H. S. Torr, Nicolas Usunier


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Learning Filterbanks from Raw Speech for Phone Recognition

Apr 04, 2018
Neil Zeghidour, Nicolas Usunier, Iasonas Kokkinos, Thomas Schatz, Gabriel Synnaeve, Emmanuel Dupoux

* Accepted at ICASSP 2018 

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Fader Networks: Manipulating Images by Sliding Attributes

Jan 28, 2018
Guillaume Lample, Neil Zeghidour, Nicolas Usunier, Antoine Bordes, Ludovic Denoyer, Marc'Aurelio Ranzato

* NIPS 2017 

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Theory of Optimizing Pseudolinear Performance Measures: Application to F-measure

Jan 01, 2018
Shameem A Puthiya Parambath, Nicolas Usunier, Yves Grandvalet

* Extended Version of the NIPS 2014 Paper 

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How should we evaluate supervised hashing?

Aug 10, 2017
Alexandre Sablayrolles, Matthijs Douze, Hervé Jégou, Nicolas Usunier


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Parseval Networks: Improving Robustness to Adversarial Examples

May 02, 2017
Moustapha Cisse, Piotr Bojanowski, Edouard Grave, Yann Dauphin, Nicolas Usunier

* submitted 

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Improving Neural Language Models with a Continuous Cache

Dec 13, 2016
Edouard Grave, Armand Joulin, Nicolas Usunier

* Submitted to ICLR 2017 

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Episodic Exploration for Deep Deterministic Policies: An Application to StarCraft Micromanagement Tasks

Nov 26, 2016
Nicolas Usunier, Gabriel Synnaeve, Zeming Lin, Soumith Chintala

* 18 pages, 1 figure (2 plots), 2 tables 

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TorchCraft: a Library for Machine Learning Research on Real-Time Strategy Games

Nov 03, 2016
Gabriel Synnaeve, Nantas Nardelli, Alex Auvolat, Soumith Chintala, Timothée Lacroix, Zeming Lin, Florian Richoux, Nicolas Usunier


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Large-scale Simple Question Answering with Memory Networks

Jun 05, 2015
Antoine Bordes, Nicolas Usunier, Sumit Chopra, Jason Weston


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Combining Two And Three-Way Embeddings Models for Link Prediction in Knowledge Bases

Jun 02, 2015
Alberto Garcia-Duran, Antoine Bordes, Nicolas Usunier, Yves Grandvalet

* 26 pages 

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Open Question Answering with Weakly Supervised Embedding Models

Apr 16, 2014
Antoine Bordes, Jason Weston, Nicolas Usunier


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Connecting Language and Knowledge Bases with Embedding Models for Relation Extraction

Jul 30, 2013
Jason Weston, Antoine Bordes, Oksana Yakhnenko, Nicolas Usunier


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Irreflexive and Hierarchical Relations as Translations

Apr 26, 2013
Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, Oksana Yakhnenko

* Submitted at the ICML 2013 workshop "Structured Learning: Inferring Graphs from Structured and Unstructured Inputs" 

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