Emergent order in hydrodynamic spin lattices PJ Sáenz, G Pucci, SE Turton, A Goujon, RR Rosales, J Dunkel, ... Nature 596 (7870), 58-62, 2021 | 46 | 2021 |
A neural-network-based convex regularizer for inverse problems A Goujon, S Neumayer, P Bohra, S Ducotterd, M Unser IEEE Transactions on Computational Imaging, 2023 | 35* | 2023 |
Learning Lipschitz-controlled activation functions in neural networks for plug-and-play image reconstruction methods PN Bohra, D Perdios, A Goujon, S Emery, M Unser NeurIPS 2021 Workshop on Deep Learning and Inverse Problems, 2021 | 24 | 2021 |
Spin lattices of walking droplets PJ Sáenz, G Pucci, A Goujon, T Cristea-Platon, J Dunkel, JWM Bush Physical Review Fluids 3 (10), 100508, 2018 | 24 | 2018 |
Approximation of Lipschitz functions using deep spline neural networks S Neumayer, A Goujon, P Bohra, M Unser SIAM Journal on Mathematics of Data Science 5 (2), 306-322, 2023 | 21 | 2023 |
On the number of regions of piecewise linear neural networks A Goujon, A Etemadi, M Unser Journal of Computational and Applied Mathematics 441, 115667, 2024 | 16* | 2024 |
Learning weakly convex regularizers for convergent image-reconstruction algorithms A Goujon, S Neumayer, M Unser SIAM Journal on Imaging Sciences 17 (1), 91-115, 2024 | 14 | 2024 |
Improving Lipschitz-constrained neural networks by learning activation functions S Ducotterd, A Goujon, P Bohra, D Perdios, S Neumayer, M Unser Journal of Machine Learning Research 25 (65), 1-30, 2024 | 14 | 2024 |
Stable parameterization of continuous and piecewise-linear functions A Goujon, J Campos, M Unser Applied and Computational Harmonic Analysis, 101581, 2023 | 8* | 2023 |
Delaunay-triangulation-based learning with Hessian total-variation regularization M Pourya, A Goujon, M Unser IEEE Open Journal of Signal Processing 4, 167-178, 2023 | 8 | 2023 |
Boosting weakly convex ridge regularizers with spatial adaptivity SJ Neumayer, M Pourya, A Goujon, M Unser Fourth Workshop on Deep Learning and Inverse Problems (NeurIPS'23), 2023 | 3 | 2023 |
Shortest-support multi-spline bases for generalized sampling A Goujon, S Aziznejad, A Naderi, M Unser Journal of Computational and Applied Mathematics 395, 113610, 2021 | 2 | 2021 |
Controlled Learning of Pointwise Nonlinearities in Neural-Network-Like Architectures M Unser, A Goujon, S Ducotterd arXiv preprint arXiv:2408.13114, 2024 | | 2024 |
Towards Trustworthy Deep Learning for Image Reconstruction AMF Goujon EPFL, 2024 | | 2024 |
CRR: Convex Ridge Regularizer A Goujon, S Neumayer, P Bohra, S Ducotterd, M Unser Astrophysics Source Code Library, ascl: 2401.016, 2024 | | 2024 |