Marcello Carioni

According to our database, Marcello Carioni authored at least 15 papers between 2016 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Multi-Headed Transformer Architectures as Time-dependent Wasserstein Gradient Flows.

Alex Massucco, Leonardo Del Grande, Marcello Carioni, Christoph Brune, Carola-Bibiane Schönlieb

CoRR, May, 2026

A Dual Certificate Approach to Sparsity in Infinite-Width Shallow Neural Networks.

Leonardo Del Grande, Christoph Brune, Marcello Carioni

CoRR, March, 2026

A Lipschitz Spaces View of Infinitely Wide Shallow Neural Networks.

Francesca Bartolucci, Marcello Carioni, José A. Iglesias, Yury Korolev, Emanuele Naldi, Stefano Vigogna

SIAM J. Math. Anal., 2026

2025

An invertible generative model for forward and inverse problems.

Tristan van Leeuwen, Christoph Brune, Marcello Carioni

CoRR, September, 2025

A sparse optimization approach to infinite infimal convolution regularization.

Kristian Bredies, Marcello Carioni, Martin Holler, Yury Korolev, Carola-Bibiane Schönlieb

Numerische Mathematik, February, 2025

Extremal Points and Sparse Optimization for Generalized Kantorovich-Rubinstein Norms.

Marcello Carioni, José A. Iglesias, Daniel Walter

Found. Comput. Math., February, 2025

Perturbation-Aware Distributionally Robust Optimization for Inverse Problems.

Floor van Maarschalkerwaart, Subhadip Mukherjee, Malena Sabaté Landman, Christoph Brune, Marcello Carioni

Proceedings of the Scale Space and Variational Methods in Computer Vision, 2025

2024

Asymptotic linear convergence of fully-corrective generalized conditional gradient methods.

Kristian Bredies, Marcello Carioni, Silvio Fanzon, Daniel Walter

Math. Program., May, 2024

Implicit neural representations for unsupervised super-resolution and denoising of 4D flow MRI.

Simone Saitta, Marcello Carioni, Subhadip Mukherjee, Carola-Bibiane Schönlieb, Alberto Redaelli

Comput. Methods Programs Biomed., 2024

2023

A Generalized Conditional Gradient Method for Dynamic Inverse Problems with Optimal Transport Regularization.

Kristian Bredies, Marcello Carioni, Silvio Fanzon, Francisco Romero

Found. Comput. Math., June, 2023

Unsupervised approaches based on optimal transport and convex analysis for inverse problems in imaging.

Marcello Carioni, Subhadip Mukherjee, Hong Ye Tan, Junqi Tang

CoRR, 2023

2021

CAFLOW: Conditional Autoregressive Flows.

Georgios Batzolis, Marcello Carioni, Christian Etmann, Soroosh Afyouni, Zoe Kourtzi, Carola-Bibiane Schönlieb

CoRR, 2021

End-to-end reconstruction meets data-driven regularization for inverse problems.

Subhadip Mukherjee, Marcello Carioni, Ozan Öktem, Carola-Bibiane Schönlieb

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

2019

Sinkhorn AutoEncoders.

Giorgio Patrini, Rianne van den Berg, Patrick Forré, Marcello Carioni, Samarth Bhargav, Max Welling, Tim Genewein, Frank Nielsen

Proceedings of the Thirty-Fifth Conference on Uncertainty in Artificial Intelligence, 2019

2016

Loss factorization, weakly supervised learning and label noise robustness.

Giorgio Patrini, Frank Nielsen, Richard Nock, Marcello Carioni

Proceedings of the 33nd International Conference on Machine Learning, 2016