Loss factorization, weakly supervised learning and label noise robustness. - Giorgio Patrini; Frank Nielsen; Richard Nock; Marcello Carioni (ICML, 2016)

Sinkhorn AutoEncoders. - Giorgio Patrini; Rianne van den Berg; Patrick Forré; Marcello Carioni; Samarth Bhargav 001; Max Welling; Tim Genewein; Frank Nielsen (UAI, 2019)

End-to-end reconstruction meets data-driven regularization for inverse problems. - Subhadip Mukherjee; Marcello Carioni; Ozan Öktem; Carola-Bibiane Schönlieb (NeurIPS, 2021)

CAFLOW: Conditional Autoregressive Flows. - Georgios Batzolis; Marcello Carioni; Christian Etmann; Soroosh Afyouni; Zoe Kourtzi; Carola-Bibiane Schönlieb (CoRR, 2021)

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)

A Generalized Conditional Gradient Method for Dynamic Inverse Problems with Optimal Transport Regularization. - Kristian Bredies; Marcello Carioni; Silvio Fanzon; Francisco Romero (Found. Comput. Math., 2023)

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)

A Lipschitz spaces view of infinitely wide shallow neural networks. - Francesca Bartolucci; Marcello Carioni; José A. Iglesias 002; Yury Korolev; Emanuele Naldi; Stefano Vigogna (CoRR, 2024)

Asymptotic linear convergence of fully-corrective generalized conditional gradient methods. - Kristian Bredies; Marcello Carioni; Silvio Fanzon; Daniel Walter (Math. Program., 2024)

Perturbation-Aware Distributionally Robust Optimization for Inverse Problems. - Floor van Maarschalkerwaart; Subhadip Mukherjee; Malena Sabaté Landman; Christoph Brune; Marcello Carioni (SSVM (2), 2025)

Extremal Points and Sparse Optimization for Generalized Kantorovich-Rubinstein Norms. - Marcello Carioni; José A. Iglesias 002; Daniel Walter (Found. Comput. Math., 2025)

A sparse optimization approach to infinite infimal convolution regularization. - Kristian Bredies; Marcello Carioni; Martin Holler; Yury Korolev; Carola-Bibiane Schönlieb (Numerische Mathematik, 2025)