Expertise
Mathematics
- Regularization
- Conditionals
- Extremal Point
- Continuity Equation
- Partition
Computer Science
- Inverse Problem
- Optimization Problem
- Minimal Network
Organisations
Marcello Carioni is an Assistant Professor in the Mathematics of Imaging and AIĀ group inĀ SACSĀ in theĀ Department of Applied MathematicsĀ at the University of Twente.
More information about research and opportunities can be found at https://marcellocarioni.github.io/
Publications
2025
Sparsity for dynamic inverse problems on Wasserstein curves with bounded variation (2025)Inverse problems, 41(11), 115018 (E-pub ahead of print/First online). Carioni, M. & Lohmann, J.https://doi.org/10.1088/1361-6420/ae16ccAn invertible generative model for forward and inverse problems (2025)[Working paper › Preprint]. ArXiv.org. van Leeuwen, T., Brune, C. & Carioni, M.https://doi.org/10.48550/arXiv.2509.03910Perturbation-Aware Distributionally Robust Optimization for Inverse Problems (2025)In Scale Space and Variational Methods in Computer Vision: 10th International Conference, SSVM 2025, Dartington, UK, May 18ā22, 2025, Proceedings, Part II (pp. 109-122) (Lecture Notes in Computer Science; Vol. 15668 LNCS). Springer (E-pub ahead of print/First online). van Maarschalkerwaart, F., Mukherjee, S., Sabaté Landman, M., Brune, C. & Carioni, M.https://doi.org/10.1007/978-3-031-92369-2_9Sparsity for dynamic inverse problems on Wasserstein curves with bounded variation (2025)[Working paper › Preprint]. ArXiv.org. Carioni, M. & Lohmann, J.https://doi.org/10.48550/arXiv.2505.07314Perturbation-Aware Distributionally Robust Optimization for Inverse Problems (2025)[Working paper › Preprint]. ArXiv.org (Submitted). van Maarschalkerwaart, F., Mukherjee, S., Sabaté Landman, M., Brune, C. & Carioni, M.https://doi.org/10.48550/arXiv.2503.04646Nonlocal perimeters and variations: Extremality and decomposability for finite and infinite horizons (2025)[Working paper › Preprint]. ArXiv.org. Carioni, M., Grande, L. D., Iglesias, J. A. & Schönberger, H.https://doi.org/10.48550/arXiv.2502.05149A sparse optimization approach to infinite infimal convolution regularization (2025)Numerische Mathematik, 157(1), 41-96. Bredies, K., Carioni, M., Holler, M., Korolev, Y. & Schönlieb, C. B.https://doi.org/10.1007/s00211-024-01439-2Extremal Points and Sparse Optimization for Generalized KantorovichāRubinstein Norms (2025)Foundations of Computational Mathematics, 25(1), 103-144. Carioni, M., Iglesias, J. A. & Walter, D.https://doi.org/10.1007/s10208-023-09634-7
2024
CAFLOW: Conditional autoregressive flows (2024)Foundations of Data Science, 6(4), 553-583. Batzolis, G., Carioni, M., Etmann, C., Afyouni, S., Kourtzi, Z. & Schönlieb, C. B.https://doi.org/10.3934/fods.2024028Exact sparse representation recovery in signal demixing and group BLASSO (2024)Proceedings in Applied Mathematics and Mechanics. Carioni, M. & Grande, L. D.https://doi.org/10.1002/pamm.202400156
Research profiles
Courses academic year 2025/2026
Courses in the current academic year are added at the moment they are finalised in the Osiris system. Therefore it is possible that the list is not yet complete for the whole academic year.
- 191508209 - Internship AM
- 191508309 - Final Project (combination)
- 202001187 - Intro. to Math. + Calculus 1A for BIT
- 202001202 - Linear Algebra for BIT
- 202001215 - Calculus 1 for TN
- 202300130 - Capita Selecta Applied Mathematics
- 202400669 - Capita Selecta Applied Mathematics 2
- 202500521 - Internship AM / CS 30 EC
- 202500526 - Internship AM / CS
Courses academic year 2024/2025
- 191508209 - Internship AM
- 191508309 - Final Project (combination)
- 191508409 - Final Project M-AM
- 202001187 - Intro. to Math. + Calculus 1A for BIT
- 202001202 - Linear Algebra for BIT
- 202001379 - Bachelor's Assignment
- 202100326 - Optimal Transport & Machine Learning
- 202200143 - Analysis 1
- 202200242 - Differential Equations
- 202200243 - Modelling and Programming 3
- 202300130 - Capita Selecta Applied Mathematics
- 202300157 - Modelling 3 - AM/TCS
- 202300183 - Analysis 1 - Abstract
- 202400669 - Capita Selecta Applied Mathematics 2
Address

University of Twente
Zilverling (building no. 11), room 2120
Hallenweg 19
7522 NH Enschede
Netherlands
University of Twente
Zilverling 2120
P.O. Box 217
7500 AE Enschede
Netherlands