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Alexis Goujon
Alexis Goujon
EPFL
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Emergent order in hydrodynamic spin lattices
PJ Sáenz, G Pucci, SE Turton, A Goujon, RR Rosales, J Dunkel, ...
Nature 596 (7870), 58-62, 2021
432021
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
242021
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
23*2023
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
232018
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
182023
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
13*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
102024
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
62024
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
62023
Stable parameterization of continuous and piecewise-linear functions
A Goujon, J Campos, M Unser
Applied and Computational Harmonic Analysis, 101581, 2023
5*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
22021
Boosting Weakly Convex Ridge Regularizers with Spatial Adaptivity
S Neumayer, M Pourya, A Goujon, M Unser
NeurIPS 2023 Workshop on Deep Learning and Inverse Problems, 2023
12023
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
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