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Agustin Martin Picard
Agustin Martin Picard
ML Research Engineer, IRT Saint-Exupéry
Adresse e-mail validée de irt-saintexupery.com
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Craft: Concept recursive activation factorization for explainability
T Fel, A Picard, L Bethune, T Boissin, D Vigouroux, J Colin, R Cadène, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
412023
Xplique: A deep learning explainability toolbox
T Fel, L Hervier, D Vigouroux, A Poche, J Plakoo, R Cadene, M Chalvidal, ...
arXiv preprint arXiv:2206.04394, 2022
182022
Quantifying truncation-related uncertainties in unsteady fluid dynamics reduced order models
V Resseguier, AM Picard, E Memin, B Chapron
SIAM/ASA Journal on Uncertainty Quantification 9 (3), 1152-1183, 2021
142021
COCKATIEL: COntinuous Concept ranKed ATtribution with Interpretable ELements for explaining neural net classifiers on NLP tasks
F Jourdan, A Picard, T Fel, L Risser, JM Loubes, N Asher
arXiv preprint arXiv:2305.06754, 2023
62023
Unlocking feature visualization for deep network with MAgnitude constrained optimization
T Fel, T Boissin, V Boutin, A Picard, P Novello, J Colin, D Linsley, ...
Advances in Neural Information Processing Systems 36, 2024
52024
Leveraging influence functions for dataset exploration and cleaning
AM Picard, D Vigouroux, P Zamolodtchikov, Q Vincenot, JM Loubes, ...
11th European Congress Embedded Real Time Systems (ERTS 2022), 1-8, 2022
52022
A survey of identification and mitigation of machine learning algorithmic biases in image analysis
L Risser, A Picard, L Hervier, JM Loubes
arXiv preprint arXiv:2210.04491, 2022
42022
Stochastic closure for partially-resolved turbulence
V Resseguier, C Caville, M Talla, A Moneyron, G Lepape, AM Picard, ...
Houches 2024-Complex Systems, Statistical Mechanics and Machine Learning …, 2024
2024
TaCo: Targeted Concept Removal in Output Embeddings for NLP via Information Theory and Explainability
F Jourdan, L Béthune, A Picard, L Risser, N Asher
arXiv preprint arXiv:2312.06499, 2023
2023
Influenciæ: A library for tracing the influence back to the data-points
AM Picard, L Hervier, T Fel, D Vigouroux
2023
Detecting and Processing Unsuspected Sensitive Variables for Robust Machine Learning
L Risser, AM Picard, L Hervier, JM Loubes
Algorithms 16 (11), 510, 2023
2023
Unlocking Feature Visualization for Deep Network with MAgnitude Constrained Optimization
FEL Thomas, T Boissin, V Boutin, AM Picard, P Novello, J Colin, D Linsley, ...
Thirty-seventh Conference on Neural Information Processing Systems, 2023
2023
Guidelines to explain machine learning algorithms
F Boisnard, R Boumazouza, M Ducoffe, T Fel, E Glize, L Hervier, V Mussot, ...
2023
RESOLUTION-AWARE PRIOR GENERATION FOR REDUCED DATA ASSIMILATION IN FLUID DYNAMICS
V Resseguier, AM Picard, M Ladvig, G Le Pape, A Moneyron, P Jacquet, ...
7th ECCOMAS (European Congress on Computational Methods in Applied Sciences …, 2023
2023
Estimation of multiplicative noise operator statistics for reduced data assimilation in fluid mechanics
V Resseguier, M Ladvig, AM Picard, D Heitz
Dynstoch 2023-Workshop on Statistical Methods for Dynamical Stochastic Models, 2023
2023
CRAFT: explaining using Concepts from Recursive Activation FacTorization
FEL Thomas, AM Picard, L Béthune, T Boissin, J Colin, D Vigouroux, ...
2022
Stochastic reduced order models for Bayesian estimation problems in fluid mechanics
P Jacquet, A Moneyron, G Lepape, M Ladvig, AM Picard, V Resseguier, ...
Model Reduction and Surrogate Modeling (MORE), 2022
2022
New reduced order models for real-time data assimilation using few sensors
A Moneyron, P Jacquet, G Lepape, M Ladvig, AM Picard, V Resseguier, ...
14th European Fluid Mechanics Conference (EFMC14), 2022
2022
Conservative stochastic reduced order models for real-time fluid flow data assimilation
G Le Pape, AM Picard, M Ladvig, V Resseguier, D Heitz, L Bessard
ECCOMAS 2022, 2022
2022
Fast Generation of prior for Bayesian estimation problems in fluid mechanics
V Resseguier, AM Picard, M Ladvig, D Heitz
UQsay Uncertainty Quantification (UQ),, 2022
2022
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