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 | 70 | 2023 |
Look at the variance! efficient black-box explanations with sobol-based sensitivity analysis T Fel, R Cadène, M Chalvidal, M Cord, D Vigouroux, T Serre Advances in neural information processing systems 34, 26005-26014, 2021 | 64 | 2021 |
How good is your explanation? algorithmic stability measures to assess the quality of explanations for deep neural networks T Fel, D Vigouroux, R Cadène, T Serre Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2022 | 61* | 2022 |
Don't lie to me! robust and efficient explainability with verified perturbation analysis T Fel, M Ducoffe, D Vigouroux, R Cadène, M Capelle, C Nicodème, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023 | 34 | 2023 |
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 | 30 | 2022 |
Making sense of dependence: Efficient black-box explanations using dependence measure P Novello, T Fel, D Vigouroux Advances in Neural Information Processing Systems 35, 4344-4357, 2022 | 21 | 2022 |
Object detection with probabilistic guarantees: A conformal prediction approach F De Grancey, JL Adam, L Alecu, S Gerchinovitz, F Mamalet, D Vigouroux International Conference on Computer Safety, Reliability, and Security, 316-329, 2022 | 15 | 2022 |
PUNCC: a Python Library for Predictive Uncertainty Calibration and Conformalization M Mendil, L Mossina, D Vigouroux Conformal and Probabilistic Prediction with Applications, 582-601, 2023 | 5 | 2023 |
Dp-sgd without clipping: The lipschitz neural network way L Béthune, T Masséna, T Boissin, Y Prudent, C Friedrich, F Mamalet, ... arXiv preprint arXiv:2305.16202, 2023 | 5 | 2023 |
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 | 5 | 2022 |
Target marking device and target processing system comprising such a target marking device A Kotenkoff, D Vigouroux, A Vivares, O Hebert, A Durantin US Patent 10,234,252, 2019 | 5 | 2019 |
Influenciæ: A library for tracing the influence back to the data-points A Picard, L Hervier, T Fel, D Vigouroux World Conference on Explainable Artificial Intelligence, 193-204, 2024 | 3 | 2024 |
Object Detection With Probabilistic Guarantees F de Grancey, JL Adam, L Alecu, S Gerchinovitz, F Mamalet, D Vigouroux Fifth International Workshop on Artificial Intelligence Safety Engineering …, 2022 | 2 | 2022 |
How to design a dataset compliant with an ML-based system ODD? C Cappi, N Cohen, M Ducoffe, C Gabreau, L Gardes, A Gauffriau, ... arXiv preprint arXiv:2406.14027, 2024 | | 2024 |
Deep Sturm–Liouville: Learnable orthogonal basis functions parameterized by neural networks D Vigouroux, J Dalmau, L Béthune | | 2024 |
Guidelines to explain machine learning algorithms F Boisnard, R Boumazouza, M Ducoffe, T Fel, E Glize, L Hervier, V Mussot, ... | | 2023 |
Efficient circuit implementation for coined quantum walks on binary trees and application to reinforcement learning T Mullor, D Vigouroux, L Bethune 2022 IEEE/ACM 7th Symposium on Edge Computing (SEC), 436-443, 2022 | | 2022 |
Method and device for predicting optimum attack and defence solutions in a military conflict scenario R Fruit, D Vigouroux, S Le Menec, C Touchard, A Kotenkoff, M Formoso US Patent 11,276,324, 2022 | | 2022 |
FUNN: Flexible Unsupervised Neural Network D Vigouroux, S Picard arXiv preprint arXiv:1811.01749, 2018 | | 2018 |
Method and system for assisting in the verification and validation of an algorithm chain A Kotenkoff, D Vigouroux, A Vivares, O Hebert, C Perel US Patent 9,921,944, 2018 | | 2018 |