Expertises

  • Mathematics

    • Regularization
    • Extremal Point
    • Conditionals
    • Continuity Equation
    • Linear Convergence
    • Partition
  • Computer Science

    • Inverse Problem
    • Minimal Network

Organisaties

Publicaties

2025

Perturbation-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.202400156A Lipschitz spaces view of infinitely wide shallow neural networks (2024)[Working paper › Preprint]. ArXiv.org. Bartolucci, F., Carioni, M., Iglesias, J. A., Korolev, Y., Naldi, E. & Vigogna, S.https://doi.org/10.48550/arXiv.2410.14591Exact Sparse Representation Recovery in Signal Demixing and Group BLASSO (2024)[Working paper › Preprint]. Carioni, M. & Grande, L. D.https://doi.org/10.48550/arXiv.2406.09922Asymptotic linear convergence of fully-corrective generalized conditional gradient methods (2024)Mathematical programming, 205(1-2), 135-202. Bredies, K., Carioni, M., Fanzon, S. & Walter, D.https://doi.org/10.1007/s10107-023-01975-zImplicit neural representations for unsupervised super-resolution and denoising of 4D flow MRI (2024)Computer methods and programs in biomedicine, 246. Article 108057. Saitta, S., Carioni, M., Mukherjee, S., Schönlieb, C. B. & Redaelli, A.https://doi.org/10.1016/j.cmpb.2024.108057

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