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Riemannian data-dependent randomized smoothing for neural networks certification


Jun 21, 2022
Pol Labarbarie , Hatem Hajri , Marc Arnaudon

* Accepted at ICLM 2022 Workshop "AdvML Frontiers" 

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Noisy Learning for Neural ODEs Acts as a Robustness Locus Widening


Jun 16, 2022
Martin Gonzalez , Hatem Hajri , Loic Cantat , Mihaly Petreczky

* Accepted at ICLM 2022 Workshop "PODS" 

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Realization Theory Of Recurrent Neural ODEs Using Polynomial System Embeddings


May 24, 2022
Martin Gonzalez , Thibault Defourneau , Hatem Hajri , Mihaly Petreczky

* 10 pages. Comments are welcome! 

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Improving Robustness of Deep Reinforcement Learning Agents: Environment Attacks based on Critic Networks


Apr 07, 2021
Lucas Schott , Manon CĂ©saire , Hatem Hajri , Sylvain Lamprier


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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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Probabilistic Jacobian-based Saliency Maps Attacks


Jul 12, 2020
António Loison , Théo Combey , Hatem Hajri

* 21 pages 

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Geomstats: A Python Package for Riemannian Geometry in Machine Learning


Apr 07, 2020
Nina Miolane , Alice Le Brigant , Johan Mathe , Benjamin Hou , Nicolas Guigui , Yann Thanwerdas , Stefan Heyder , Olivier Peltre , Niklas Koep , Hadi Zaatiti , Hatem Hajri , Yann Cabanes , Thomas Gerald , Paul Chauchat , Christian Shewmake , Bernhard Kainz , Claire Donnat , Susan Holmes , Xavier Pennec


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FRSign: A Large-Scale Traffic Light Dataset for Autonomous Trains


Feb 05, 2020
Jeanine Harb , Nicolas Rébéna , Raphaël Chosidow , Grégoire Roblin , Roman Potarusov , Hatem Hajri


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Learning graph-structured data using Poincaré embeddings and Riemannian K-means algorithms


Jul 02, 2019
Hatem Hajri , Hadi Zaatiti , Georges Hebrail

* First version. The package generating the experimental results will be made public in the near future 

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Real Time Lidar and Radar High-Level Fusion for Obstacle Detection and Tracking with evaluation on a ground truth


Jul 30, 2018
Hatem Hajri , Mohamed-Cherif Rahal


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