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A Neural Tangent Kernel Perspective of GANs


Jun 10, 2021
Jean-Yves Franceschi, Emmanuel de Bézenac, Ibrahim Ayed, Mickaël Chen, Sylvain Lamprier, Patrick Gallinari


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LEADS: Learning Dynamical Systems that Generalize Across Environments


Jun 08, 2021
Yuan Yin, Ibrahim Ayed, Emmanuel de BĂ©zenac, Nicolas Baskiotis, Patrick Gallinari


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Data-QuestEval: A Referenceless Metric for Data to Text Semantic Evaluation


Apr 15, 2021
Clément Rebuffel, Thomas Scialom, Laure Soulier, Benjamin Piwowarski, Sylvain Lamprier, Jacopo Staiano, Geoffrey Scoutheeten, Patrick Gallinari


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QuestEval: Summarization Asks for Fact-based Evaluation


Apr 09, 2021
Thomas Scialom, Paul-Alexis Dray, Patrick Gallinari, Sylvain Lamprier, Benjamin Piwowarski, Jacopo Staiano, Alex Wang

* project page: https://github.com/recitalAI/QuestEval 

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SAFEval: Summarization Asks for Fact-based Evaluation


Mar 23, 2021
Thomas Scialom, Paul-Alexis Dray, Patrick Gallinari, Sylvain Lamprier, Benjamin Piwowarski, Jacopo Staiano, Alex Wang

* project page: https://github.com/recitalAI/QuestEval 

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Controlling Hallucinations at Word Level in Data-to-Text Generation


Feb 04, 2021
Clément Rebuffel, Marco Roberti, Laure Soulier, Geoffrey Scoutheeten, Rossella Cancelliere, Patrick Gallinari

* 20 pages, 6 figures, 5 tables (excluding Appendix). Source code: https://github.com/KaijuML/dtt-multi-branch 

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Stochastic sparse adversarial attacks


Nov 24, 2020
Hatem Hajri, Manon Césaire, Théo Combey, Sylvain Lamprier, Patrick Gallinari

* 19 pages 

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Transductive Zero-Shot Learning using Cross-Modal CycleGAN


Nov 13, 2020
Patrick Bordes, Eloi Zablocki, Benjamin Piwowarski, Patrick Gallinari


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PARENTing via Model-Agnostic Reinforcement Learning to Correct Pathological Behaviors in Data-to-Text Generation


Oct 22, 2020
Clément Rebuffel, Laure Soulier, Geoffrey Scoutheeten, Patrick Gallinari

* Accepted at the 13th International Conference on Natural Language Generation (INLG 2020) 

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Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting


Oct 09, 2020
Vincent Le Guen, Yuan Yin, Jérémie Dona, Ibrahim Ayed, Emmanuel de Bézenac, Nicolas Thome, Patrick Gallinari


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Let's Stop Incorrect Comparisons in End-to-end Relation Extraction!


Sep 22, 2020
Bruno Taillé, Vincent Guigue, Geoffrey Scoutheeten, Patrick Gallinari

* EMNLP 2020 

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A Principle of Least Action for the Training of Neural Networks


Sep 17, 2020
Skander Karkar, Ibrahhim Ayed, Emmanuel de BĂ©zenac, Patrick Gallinari


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PDE-Driven Spatiotemporal Disentanglement


Aug 04, 2020
Jérémie Donà, Jean-Yves Franceschi, Sylvain Lamprier, Patrick Gallinari


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BERT Can See Out of the Box: On the Cross-modal Transferability of Text Representations


Feb 25, 2020
Thomas Scialom, Patrick Bordes, Paul-Alexis Dray, Jacopo Staiano, Patrick Gallinari


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Stochastic Latent Residual Video Prediction


Feb 21, 2020
Jean-Yves Franceschi, Edouard Delasalles, Mickaël Chen, Sylvain Lamprier, Patrick Gallinari


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Incorporating Visual Semantics into Sentence Representations within a Grounded Space


Feb 07, 2020
Patrick Bordes, Eloi Zablocki, Laure Soulier, Benjamin Piwowarski, Patrick Gallinari


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Contextualized Embeddings in Named-Entity Recognition: An Empirical Study on Generalization


Jan 22, 2020
Bruno Taillé, Vincent Guigue, Patrick Gallinari

* ECIR 2020 

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A Hierarchical Model for Data-to-Text Generation


Dec 20, 2019
Clément Rebuffel, Laure Soulier, Geoffrey Scoutheeten, Patrick Gallinari

* Accepted at the 42nd European Conference on IR Research, ECIR 2020 

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Unsupervised Adversarial Image Inpainting


Dec 18, 2019
Arthur Pajot, Emmanuel de Bezenac, Patrick Gallinari


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Optimal Unsupervised Domain Translation


Jun 04, 2019
Emmanuel de BĂ©zenac, Ibrahim Ayed, Patrick Gallinari


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Regression with Conditional GAN


Jun 01, 2019
Karan Aggarwal, Matthieu Kirchmeyer, Pranjul Yadav, S. Sathiya Keerthi, Patrick Gallinari


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Context-Aware Zero-Shot Learning for Object Recognition


Apr 30, 2019
Eloi Zablocki, Patrick Bordes, Benjamin Piwowarski, Laure Soulier, Patrick Gallinari

* Accepted at ICML 2019 

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Copy mechanism and tailored training for character-based data-to-text generation


Apr 26, 2019
Marco Roberti, Giovanni Bonetta, Rossella Cancelliere, Patrick Gallinari

* Submitted to ECML-PKDD 2019 

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Learning Dynamical Systems from Partial Observations


Feb 26, 2019
Ibrahim Ayed, Emmanuel de BĂ©zenac, Arthur Pajot, Julien Brajard, Patrick Gallinari


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A Distributed Frank-Wolfe Framework for Learning Low-Rank Matrices with the Trace Norm


May 11, 2018
Wenjie Zheng, Aurélien Bellet, Patrick Gallinari


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Spatio-Temporal Neural Networks for Space-Time Series Forecasting and Relations Discovery


Apr 23, 2018
Ali Ziat, Edouard Delasalles, Ludovic Denoyer, Patrick Gallinari

* 2017 IEEE International Conference on Data Mining (ICDM), New Orleans, LA, 2017, pp. 705-714 
* accepted by: ICDM 2018 - IEEE International Conference on Data Mining series (ICDM) 

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Deep Learning for Physical Processes: Incorporating Prior Scientific Knowledge


Jan 09, 2018
Emmanuel de Bezenac, Arthur Pajot, Patrick Gallinari


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Learning Multi-Modal Word Representation Grounded in Visual Context


Nov 09, 2017
Éloi Zablocki, Benjamin Piwowarski, Laure Soulier, Patrick Gallinari


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