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DISCO Verification: Division of Input Space into COnvex polytopes for neural network verification


May 17, 2021
Julien Girard-Satabin, Aymeric Varasse, Marc Schoenauer, Guillaume Charpiat, Zakaria Chihani


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Input Similarity from the Neural Network Perspective


Feb 10, 2021
Guillaume Charpiat, Nicolas Girard, Loris Felardos, Yuliya Tarabalka

* Published at NeurIPS 2019 

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Interpreting a Penalty as the Influence of a Bayesian Prior


Feb 01, 2020
Pierre Wolinski, Guillaume Charpiat, Yann Ollivier

* 24 pages, including 2 pages of references and 10 pages of appendix 

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CAMUS: A Framework to Build Formal Specifications for Deep Perception Systems Using Simulators


Nov 25, 2019
Julien Girard-Satabin, Guillaume Charpiat, Zakaria Chihani, Marc Schoenauer


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Tropical Cyclone Track Forecasting using Fused Deep Learning from Aligned Reanalysis Data


Oct 23, 2019
Sophie Giffard-Roisin, Mo Yang, Guillaume Charpiat, Christina Kumler-Bonfanti, Balázs Kégl, Claire Monteleoni


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Noisy Supervision for Correcting Misaligned Cadaster Maps Without Perfect Ground Truth Data


Mar 12, 2019
Nicolas Girard, Guillaume Charpiat, Yuliya Tarabalka


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Optimizing deep video representation to match brain activity


Sep 07, 2018
Hugo Richard, Ana Pinho, Bertrand Thirion, Guillaume Charpiat

* 2018 Conference on Cognitive Computational Neuroscience, Sep 2018, Philadelphia, United States 

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Coarse to fine non-rigid registration: a chain of scale-specific neural networks for multimodal image alignment with application to remote sensing


Feb 27, 2018
Armand Zampieri, Guillaume Charpiat, Yuliya Tarabalka


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Recurrent Neural Networks to Correct Satellite Image Classification Maps


Apr 21, 2017
Emmanuel Maggiori, Guillaume Charpiat, Yuliya Tarabalka, Pierre Alliez


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High-Resolution Semantic Labeling with Convolutional Neural Networks


Nov 07, 2016
Emmanuel Maggiori, Yuliya Tarabalka, Guillaume Charpiat, Pierre Alliez


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Training recurrent networks online without backtracking


Nov 20, 2015
Yann Ollivier, Corentin Tallec, Guillaume Charpiat


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