| 2025 | ICANN | Classification of Large Data Sets by Neural Networks: A Probabilistic Viewpoint. | Vera Kurkov, Marcello Sanguineti |
| 2020 | ICMI | A Computational Method to Automatically Detect the Perceived Origin of Full-Body Human Movement and its Propagation. | Olga Matthiopoulou, Benot G. Bardy, Giorgio Gnecco, Denis Mottet, Marcello Sanguineti, Antonio Camurri |
| 2016 | ESANN | Learning with hard constraints as a limit case of learning with soft constraints. | Giorgio Gnecco, Marco Gori, Stefano Melacci, Marcello Sanguineti |
| 2014 | ICANN | Complexity of Shallow Networks Representing Functions with Large Variations. | Vera Kurkov, Marcello Sanguineti |
| 2013 | ArtsIT | Towards Automated Analysis of Joint Music Performance in the Orchestra. | Giorgio Gnecco, Leonardo Badino, Antonio Camurri, Alessandro D'Ausilio, Luciano Fadiga, Donald Glowinski, Marcello Sanguineti, Giovanna Varni, Gualtiero Volpe |
| 2013 | ICANN | Learning with Hard Constraints. | Giorgio Gnecco, Marco Gori, Stefano Melacci, Marcello Sanguineti |
| 2011 | ICANN | Bounds for Approximate Solutions of Fredholm Integral Equations Using Kernel Networks. | Giorgio Gnecco, Vera Kurkov, Marcello Sanguineti |
| 2011 | INFOCOM | Structural properties of optimal coordinate-convex policies for CAC with nonlinearly-constrained feasibility regions. | Mario Marchese, Marco Cello, Giorgio Gnecco, Marcello Sanguineti |
| 2010 | ICANN | Some Comparisons of Model Complexity in Linear and Neural-Network Approximation. | Giorgio Gnecco, Vera Kurkov, Marcello Sanguineti |
| 2010 | SOFSEM | Smooth Optimal Decision Strategies for Static Team Optimization Problems and Their Approximations. | Giorgio Gnecco, Marcello Sanguineti |
| 2008 | SOFSEM | Geometric Rates of Approximation by Neural Networks. | Vera Kurkov, Marcello Sanguineti |
| 2001 | ICANN | Tight Bounds on Rates of Neural-Network Approximation. | Vera Kurkov, Marcello Sanguineti |
| 2000 | IJCNN | On Dimension-Independent Approximation by Neural Networks and Linear Approximators. | Saverio Giulini, Marcello Sanguineti |
| 2000 | IJCNN | Comparison of Rates of Linear and Neural Network Approximation. | Vera Kurkov, Marcello Sanguineti |
| 1998 | ESANN | Parameter-estimation-based learning for feedforward neural networks: convergence and robustness analysis. | Angelo Alessandri, Manfredi Maggiore, Marcello Sanguineti |