| Geomstats: A python package for riemannian geometry in machine learning N Miolane, N Guigui, A Le Brigant, J Mathe, B Hou, Y Thanwerdas, ... Journal of Machine Learning Research 21 (223), 1-9, 2020 | 188* | 2020 |
| Topological deep learning: Going beyond graph data M Hajij, G Zamzmi, T Papamarkou, N Miolane, A Guzmán-Sáenz, ... arXiv preprint arXiv:2206.00606, 2022 | 126* | 2022 |
| Position: Topological deep learning is the new frontier for relational learning T Papamarkou, T Birdal, M Bronstein, G Carlsson, J Curry, Y Gao, M Hajij, ... Proceedings of machine learning research 235, 39529, 2024 | 98* | 2024 |
| Architectures of topological deep learning: A survey of message-passing topological neural networks M Papillon, S Sanborn, M Hajij, N Miolane arXiv preprint arXiv:2304.10031, 2023 | 87 | 2023 |
| Deep generative modeling for volume reconstruction in cryo-electron microscopy C Donnat, A Levy, F Poitevin, ED Zhong, N Miolane Journal of structural biology 214 (4), 107920, 2022 | 57 | 2022 |
| Cryoai: Amortized inference of poses for ab initio reconstruction of 3d molecular volumes from real cryo-em images A Levy, F Poitevin, J Martel, Y Nashed, A Peck, N Miolane, D Ratner, ... European Conference on Computer Vision, 540-557, 2022 | 54 | 2022 |
| PVNet: A LRCN architecture for spatio-temporal photovoltaic PowerForecasting from numerical weather prediction J Mathe, N Miolane, N Sebastien, J Lequeux arXiv preprint arXiv:1902.01453, 2019 | 43 | 2019 |
| Computing CNN loss and gradients for pose estimation with Riemannian geometry B Hou, N Miolane, B Khanal, MCH Lee, A Alansary, S McDonagh, ... International Conference on Medical Image Computing and Computer-Assisted …, 2018 | 41 | 2018 |
| Introduction to riemannian geometry and geometric statistics: from basic theory to implementation with geomstats N Guigui, N Miolane, X Pennec Foundations and Trends in Machine Learning 16 (3), 329-493, 2023 | 34 | 2023 |
| Estimation of orientation and camera parameters from cryo-electron microscopy images with variational autoencoders and generative adversarial networks N Miolane, F Poitevin, YT Li, S Holmes Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2020 | 28 | 2020 |
| Computing bi-invariant pseudo-metrics on Lie groups for consistent statistics N Miolane, X Pennec Entropy 17 (4), 1850-1881, 2015 | 23 | 2015 |
| Learning weighted submanifolds with variational autoencoders and riemannian variational autoencoders N Miolane, S Holmes Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2020 | 21 | 2020 |
| Template shape estimation: correcting an asymptotic bias N Miolane, S Holmes, X Pennec SIAM Journal on Imaging Sciences 10 (2), 808-844, 2017 | 20 | 2017 |
| Beyond Euclid: an illustrated guide to modern machine learning with geometric, topological, and algebraic structures M Papillon, S Sanborn, J Mathe, L Cornelis, A Bertics, D Buracas, ... Machine Learning: Science and Technology 6 (3), 031002, 2025 | 19 | 2025 |
| TopoX: a suite of Python packages for machine learning on topological domains M Hajij, M Papillon, F Frantzen, J Agerberg, I AlJabea, R Ballester, ... Journal of Machine Learning Research 25 (374), 1-8, 2024 | 19 | 2024 |
| ICLR 2021 challenge for computational geometry & topology: Design and results N Miolane, M Caorsi, U Lupo, M Guerard, N Guigui, J Mathe, Y Cabanes, ... arXiv preprint arXiv:2108.09810, 2021 | 17 | 2021 |
| Topobench: A framework for benchmarking topological deep learning L Telyatnikov, G Bernardez, M Montagna, M Hajij, M Carrasco, ... arXiv preprint arXiv:2406.06642, 2024 | 15* | 2024 |
| Heterogeneous reconstruction of deformable atomic models in Cryo-EM Y Nashed, A Peck, J Martel, A Levy, B Koo, G Wetzstein, N Miolane, ... arXiv preprint arXiv:2209.15121, 2022 | 15 | 2022 |
| Differentially Private Fr\'echet Mean on the Manifold of Symmetric Positive Definite (SPD) Matrices with log-Euclidean Metric S Utpala, P Vepakomma, N Miolane arXiv preprint arXiv:2208.04245, 2022 | 13 | 2022 |
| Introduction to geometric learning in Python with Geomstats N Miolane, N Guigui, H Zaatiti, C Shewmake, H Hajri, D Brooks, ... SciPy 2020-19th Python in Science Conference, 48-57, 2020 | 13 | 2020 |
Xavier PennecSenior Research Scientist (Directeur de Recherche), INRIA, Epione teamVerified email at inria.fr
