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Unser M.. From Kernel Methods to Neural Networks: A Unifying Variational Formulation - Foundations of Computational Mathematics, 24: 1779–1818, 17 October 2023

Pourya M., Boquet-Pujadas A., Unser M.. A Box-Spline Framework for Inverse Problems With Continuous-Domain Sparsity Constraints - IEEE Transactions on Computational Imaging, 10: 790-805, 17 May 2024

Goujon A., Neumayer S., Unser M.. Learning Weakly Convex Regularizers for Convergent Image-Reconstruction Algorithms - SIAM Journal on Imaging Sciences, 17(1): 91–115, 18 January 2024

del Aguila Pla P, Boquet-Pujadas A, Jalden J. Convex Quantization Preserves Logconcavity - IEEE Signal Processing Letters, 29: 2697–2701, December 2022

del Aguila Pla P, Unser M. Bona fide Riesz projections for density estimation - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), : 5613-5616, Singapore, May 2022

Debarre T, Denoyelle Q, Unser M, Fageot J. Sparsest piecewise-linear regression of one-dimensional data - Journal of Computational and Applied Mathematics, 406: 114044, May 2022

Aziznejad S, Debarre T, Unser M. Sparsest univariate learning models under Lipschitz constraint - IEEE Open Journal of Signal Processing, 3: 140-154, March 2022

Goujon A, Aziznejad S, Naderi A, Unser M. Shortest-support multi-spline bases for generalized sampling - Journal of Computational and Applied Mathematics, 395(2021): 113610, October 2021

Debarre T, Aziznejad S, Unser M. Continuous-domain formulation of inverse problems for composite sparse-plus-smooth signals - IEEE Open Journal of Signal Processing, 2: 545-558, 2021

Unser M. A unifying representer theorem for inverse problems and machine learning - Foundations of Computational Mathematics, 21(2021): 941-960, August 2021

Unser M, Aziznejad S. Convex optimization in sums of Banach spaces - Applied and Computational Harmonic Analysis, 56(2022): 1-25, July 2021

Badoual A, Romani L, Unser M. Active subdivision surfaces for the semiautomatic segmentation of biomedical volumes - IEEE Transactions on Image Processing, 30(2021): , June 2021

Yoo J, Jin KH, Gupta H, Yerly J, Stuber M, Unser M. Time-dependent deep image prior for dynamic MRI - IEEE Transactions on Medical Imaging, 40(12): 3337 - 3348, May 2021

Fageot J, Uhlmann V, Püspöki Z, Beck B, Unser M, Depeursinge A. Principled design and implementation of steerable detectors - IEEE Transactions on Image Processing, 30(2021): 4465-4478, April 2021

Denoyelle Q, Pham TA, del Aguila Pla P, Sage D, Unser M. Optimal-transport-based metric for SMLM - IEEE International Symposium on Biomedical Imaging (ISBI'21), : 797-801, Nice, France, April 2021

Bohra P, Campos J, Gupta H, Aziznejad S, Unser M. Learning activation functions in deep (spline) neural networks - IEEE Open Journal of Signal Processing, 1: 295 - 309, November 2020

del Aguila Pla P, Pellaco L, Dwivedi S, Händel P, Jaldén J. Clock synchronization over networks using sawtooth models - IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'20), : 5945-5949, Barcelona, Spain, May 2020

Pla PDA, Saxena V, Jaldén J. SpotNet – Learned iterations for cell detection in image-based immunoassays - 16th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, : 1023–1027, Venice, Italian Republic, April 2019

Donati L, Soubies E, Unser M. Inner-Loop-Free ADMM for Cryo-EM - 16th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, : , Venice, Italian Republic, April 2019

Debarre T, Fageot J, Gupta H, Unser M. Solving Continuous-Domain Problems Exactly with Multiresolution B-Splines - 44th IEEE International Conference on Acoustics, Speech, and Signal Processing, : 5122-5126, Brighton, United Kingdom, May 2019

Unser M. A Representer Theorem for Deep Neural Networks - Journal of Machine Learning Research, 20(110): 1−30, January 2019

Soubies E, Unser M. Computational Super-Sectioning for Single-Slice Structured-Illumination Microscopy - IEEE Transactions on Computational Imaging, 5(2): 240 - 250, December 2018

Debarre T, Fageot J, Gupta H, Unser M. B-Spline-Based Exact Discretization of Continuous-Domain Inverse Problems With Generalized TV Regularization - IEEE Transactions on Information Theory, 65(7): 4457 - 4470, July 2019

Soubies E, Soulez F, McCann MT, Pham T, Donati L, Debarre T, Sage D, Unser M. Pocket guide to solve inverse problems with GlobalBioIm - Inverse Problems, 35(10): 1-20, October 2019

Debarre T, Aziznejad S, Unser M. Hybrid-Spline Dictionaries for Continuous-Domain Inverse Problems - IEEE Transactions on Signal Processing, 67(22): 5824-5836, October 2019

McCann MT, Unser M. Biomedical Image Reconstruction: From the Foundations to Deep Neural Networks - Foundations and Trends® in Signal Processing, 13(3): 280-359, December 2019

del Aguila Pla P, Pellaco L, Dwivedi S, Händel P, Jaldén J. Clock synchronization over networks: Identifiability of the sawtooth model - IEEE Open Journal of Signal Processing, 1: 14-27, March 2020

Deslauriers-Gauthier S, Marziliano P, Paquette M, and Descoteaux. The impact of a new sampling theorem for non-bandlimited functions on the sphere: HARDI at the price of DTI? - International Society for Magnetic Resonance in Medicine (ISMRM) 23rd Annual Meeting & Exhibition, : , Toronto, Ontario, Canada, 30 May-5 June 2015