MMD-Bayes: Robust Bayesian Estimation via Maximum Mean Discrepancy BE Chérief-Abdellatif, P Alquier Proceedings of The 2nd Symposium on Advances in Approximate Bayesian …, 2020 | 67 | 2020 |
Consistency of variational Bayes inference for estimation and model selection in mixtures BE Chérief-Abdellatif, P Alquier | 65 | 2018 |
Finite sample properties of parametric MMD estimation: robustness to misspecification and dependence BE Chérief-Abdellatif, P Alquier Bernoulli 28 (1), 181-213, 2022 | 40 | 2022 |
Convergence rates of variational inference in sparse deep learning BE Chérief-Abdellatif International Conference on Machine Learning, 1831-1842, 2020 | 39 | 2020 |
Consistency of ELBO maximization for model selection BE Chérief-Abdellatif Proceedings of The 1st Symposium on Advances in Approximate Bayesian …, 2019 | 28 | 2019 |
A Generalization Bound for Online Variational Inference BE Chérief-Abdellatif, P Alquier, ME Khan Proceedings of The Eleventh Asian Conference on Machine Learning 101, 662-677, 2019 | 26 | 2019 |
On PAC-Bayesian reconstruction guarantees for VAEs BE Chérief-Abdellatif, Y Shi, A Doucet, B Guedj International conference on artificial intelligence and statistics, 3066-3079, 2022 | 19 | 2022 |
Estimation of copulas via maximum mean discrepancy P Alquier, BE Chérief-Abdellatif, A Derumigny, JD Fermanian Journal of the American Statistical Association 118 (543), 1997-2012, 2023 | 11 | 2023 |
Bayes meets bernstein at the meta level: an analysis of fast rates in meta-learning with pac-bayes C Riou, P Alquier, BE Chérief-Abdellatif arXiv preprint arXiv:2302.11709, 2023 | 7 | 2023 |
Label shift quantification with robustness guarantees via distribution feature matching B Dussap, G Blanchard, BE Chérief-Abdellatif Joint European Conference on Machine Learning and Knowledge Discovery in …, 2023 | 4 | 2023 |
Contributions to the theoretical study of variational inference and robustness BE Cherief-Abdellatif Institut Polytechnique de Paris, 2020 | 2 | 2020 |
Convergence Rates of Variational Inference in Sparse Deep Learning BE Chérief-Abdellatif arXiv preprint arXiv:1908.04847, 2019 | 2* | 2019 |
Recursive PAC-Bayes: A Frequentist Approach to Sequential Prior Updates with No Information Loss YS Wu, Y Zhang, BE Chérief-Abdellatif, Y Seldin arXiv preprint arXiv:2405.14681, 2024 | | 2024 |
MMDCopula: Robust Estimation of Copulas by Maximum Mean Discrepancy A Derumigny, P Alquier, JD Fermanian, BE Chérief-Abdellatif | | 2020 |
and Probability R CARRIZO VERGARA, D ALLARD, N DESASSIS, P BRAUNSTEINS, ... | | |