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 18–22, 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 Kantorovich–Rubinstein 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

Address

University of Twente

Zilverling (building no. 11), room 2120
Hallenweg 19
7522 NH Enschede
Netherlands

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