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Florian Strub

TSP, IP Paris, SAMOVAR

Don't Do What Doesn't Matter: Intrinsic Motivation with Action Usefulness


May 31, 2021
Mathieu Seurin, Florian Strub, Philippe Preux, Olivier Pietquin

* Accepted at Internationnal Joint Conference on Artificial Intelligence (IJCAI'21) and Self-Supervision for Reinforcement Learning Workshop (SSL-RL @ICLR'21) 

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Broaden Your Views for Self-Supervised Video Learning


Mar 30, 2021
Adrià Recasens, Pauline Luc, Jean-Baptiste Alayrac, Luyu Wang, Florian Strub, Corentin Tallec, Mateusz Malinowski, Viorica Patraucean, Florent Altché, Michal Valko, Jean-Bastien Grill, Aäron van den Oord, Andrew Zisserman


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BYOL works even without batch statistics


Oct 20, 2020
Pierre H. Richemond, Jean-Bastien Grill, Florent Altché, Corentin Tallec, Florian Strub, Andrew Brock, Samuel Smith, Soham De, Razvan Pascanu, Bilal Piot, Michal Valko


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Supervised Seeded Iterated Learning for Interactive Language Learning


Oct 06, 2020
Yuchen Lu, Soumye Singhal, Florian Strub, Olivier Pietquin, Aaron Courville


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A Machine of Few Words -- Interactive Speaker Recognition with Reinforcement Learning


Aug 07, 2020
Mathieu Seurin, Florian Strub, Philippe Preux, Olivier Pietquin


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The Monte Carlo Transformer: a stochastic self-attention model for sequence prediction


Jul 15, 2020
Alice Martin, Charles Ollion, Florian Strub, Sylvain Le Corff, Olivier Pietquin


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Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning


Jun 13, 2020
Jean-Bastien Grill, Florian Strub, Florent Altché, Corentin Tallec, Pierre H. Richemond, Elena Buchatskaya, Carl Doersch, Bernardo Avila Pires, Zhaohan Daniel Guo, Mohammad Gheshlaghi Azar, Bilal Piot, Koray Kavukcuoglu, Rémi Munos, Michal Valko


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Countering Language Drift with Seeded Iterated Learning


Apr 06, 2020
Yuchen Lu, Soumye Singhal, Florian Strub, Olivier Pietquin, Aaron Courville


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Self-Educated Language Agent With Hindsight Experience Replay For Instruction Following


Oct 21, 2019
Geoffrey Cideron, Mathieu Seurin, Florian Strub, Olivier Pietquin


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Accurate reconstruction of EBSD datasets by a multimodal data approach using an evolutionary algorithm


Mar 08, 2019
Marie-Agathe Charpagne, Florian Strub, Tresa M. Pollock

* Materials Characterization, 2019 
* A short version of this paper exists towards people working in Machine Learning, namely arxiv:1903.02982 

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Correction of Electron Back-scattered Diffraction datasets using an evolutionary algorithm


Mar 07, 2019
Florian Strub, Marie-Agathe Charpagne, Tresa M. Pollock

* This short paper target an audience working in Machine Learning. A long version of this paper exists towards people working in Materials (more experiments, more experimental details and analysis), namely arXiv:1903.02988 

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Deep Reinforcement Learning and the Deadly Triad


Dec 06, 2018
Hado van Hasselt, Yotam Doron, Florian Strub, Matteo Hessel, Nicolas Sonnerat, Joseph Modayil


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Visual Reasoning with Multi-hop Feature Modulation


Oct 12, 2018
Florian Strub, Mathieu Seurin, Ethan Perez, Harm de Vries, Jérémie Mary, Philippe Preux, Aaron Courville, Olivier Pietquin

* In Proc of ECCV 2018 

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Hybrid Recommender System based on Autoencoders


Dec 29, 2017
Florian Strub, Romaric Gaudel, Jérémie Mary

* the 1st Workshop on Deep Learning for Recommender Systems, Sep 2016, Boston, United States. pp.11 - 16, 2016 
* arXiv admin note: substantial text overlap with arXiv:1603.00806 

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Learning Visual Reasoning Without Strong Priors


Dec 18, 2017
Ethan Perez, Harm de Vries, Florian Strub, Vincent Dumoulin, Aaron Courville

* Full AAAI 2018 paper is at arXiv:1709.07871. Presented at ICML 2017's Machine Learning in Speech and Language Processing Workshop. Code is at http://github.com/ethanjperez/film 

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FiLM: Visual Reasoning with a General Conditioning Layer


Dec 18, 2017
Ethan Perez, Florian Strub, Harm de Vries, Vincent Dumoulin, Aaron Courville

* AAAI 2018. Code available at http://github.com/ethanjperez/film . Extends arXiv:1707.03017 

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Modulating early visual processing by language


Dec 18, 2017
Harm de Vries, Florian Strub, Jérémie Mary, Hugo Larochelle, Olivier Pietquin, Aaron Courville

* Advances in Neural Information Processing Systems 30 (NIPS 2017) 

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HoME: a Household Multimodal Environment


Nov 29, 2017
Simon Brodeur, Ethan Perez, Ankesh Anand, Florian Golemo, Luca Celotti, Florian Strub, Jean Rouat, Hugo Larochelle, Aaron Courville

* Presented at NIPS 2017's Visually-Grounded Interaction and Language Workshop 

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End-to-end optimization of goal-driven and visually grounded dialogue systems


Mar 15, 2017
Florian Strub, Harm de Vries, Jeremie Mary, Bilal Piot, Aaron Courville, Olivier Pietquin


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GuessWhat?! Visual object discovery through multi-modal dialogue


Feb 06, 2017
Harm de Vries, Florian Strub, Sarath Chandar, Olivier Pietquin, Hugo Larochelle, Aaron Courville

* 23 pages; CVPR 2017 submission; see https://guesswhat.ai 

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Hybrid Collaborative Filtering with Autoencoders


Jul 19, 2016
Florian Strub, Jeremie Mary, Romaric Gaudel


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