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Un modèle unifié pour la classification de signaux sur graphe avec de l'apprentissage profond

 Myriam Bontonou , Carlos Lassance , Jean-Charles Vialatte , Vincent Gripon
GRETSI, Aug 2020, Lille, France
Communication dans un congrès hal-02871259v1

Introducing Graph Smoothness Loss for Training Deep Learning Architectures

 Myriam Bontonou , Carlos Lassance , Ghouthi Boukli Hacene , Vincent Gripon , Jian Tang , et al.
2019 IEEE Data Science Workshop (DSW), Jun 2019, Minneapolis, United States. pp.160-164, ⟨10.1109/DSW.2019.8755559⟩
Communication dans un congrès hal-02487427v1

Few-Shot Decoding of Brain Activation Maps

 Myriam Bontonou , Giulia Lioi , Nicolas Farrugia , Vincent Gripon
EUSIPCO 2021: 29th European Signal Processing Conference, Aug 2021, Dublin, Ireland. pp.1326-1330, ⟨10.23919/EUSIPCO54536.2021.9616158⟩
Communication dans un congrès hal-03675137v1
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Comparing linear structure-based and data-driven latent spatial representations for sequence prediction

 Myriam Bontonou , Carlos Lassance , Vincent Gripon , Nicolas Farrugia
SPIE Optical Engineering + Applications, Aug 2019, San Diego, United States. ⟨10.1117/12.2528450⟩
Communication dans un congrès hal-02189734v1

Deep Geometric Knowledge Distillation with Graphs

 Carlos Lassance , Myriam Bontonou , Ghouthi Boukli Hacene , Vincent Gripon , Jian Tang , et al.
ICASSP 2020: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2020, Barcelona, Spain. pp.8484-8488, ⟨10.1109/ICASSP40776.2020.9053986⟩
Communication dans un congrès hal-02871309v1

A Unified Deep Learning Formalism For Processing Graph Signals

 Myriam Bontonou , Carlos Lassance , Jean-Charles Vialatte , Vincent Gripon
2020
Pré-publication, Document de travail hal-02487422v1
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Graphs as Tools to Improve Deep Learning Methods

 Carlos Lassance , Myriam Bontonou , Mounia Hamidouche , Bastien Pasdeloup , Lucas Drumetz , et al.
Advances in Artificial Intelligence: Reviews, 2, International Frequency Sensor Association (IFSA) Publishing, In press
Chapitre d'ouvrage hal-03377563v1
Image document

Predicting the Generalization Ability of a Few-Shot Classifier

 Myriam Bontonou , Louis Béthune , Vincent Gripon
Information, 2021, 12 (1), pp.29. ⟨10.3390/info12010029⟩
Article dans une revue hal-03241656v1
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