Samuele Fonio

According to our database, Samuele Fonio authored at least 12 papers between 2023 and 2026.

Collaborative distances:

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

2026

When Curvature Counts: Hyperbolic Geometry in Prototype-Based Image Classification.

Silvia Grosso, Samuele Fonio, Mirko Polato, Roberto Esposito, Sara Bouchenak

Proceedings of the 34th European Symposium on Artificial Neural Networks, 2026

2025

Personalized Aggregation for Federated Prototypical Learning.

Samuele Fonio, Bruno Casella, Marco Aldinucci

Proceedings of the Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2025

Non-Euclidean Geometries for Prototype-Based Image Classification: a Reality Check.

Samuele Fonio, Silvia Grosso, Sara Bouchenak

Proceedings of the 4th Italian Conference on Big Data and Data Science (ITADATA 2025), 2025

Fed2RC: Federated Rocket Kernels and Ridge Classifier for Time Series Classification.

Bruno Casella, Samuele Fonio, Lorenzo Sciandra, Claudio Gallicchio, Marco Aldinucci, Mirko Polato, Roberto Esposito

Proceedings of the ECAI 2025 - 28th European Conference on Artificial Intelligence, 25-30 October 2025, Bologna, Italy, 2025

Benchmarking Federated Learning Frameworks' Scalability.

Gianluca Mittone, Samuele Fonio, Robert Birke, Marco Aldinucci

Proceedings of the 3rd Special Track on Big Data and High-Performance Computing (BigHPC 2025) co-located with the 4th Italian Conference on Big Data and Data Science (ITADATA 2025), 2025

Hyperbolic Prototypical Entailment Cones for Image Classification.

Samuele Fonio, Roberto Esposito, Marco Aldinucci

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2025

2024

Federated AdaBoost for Survival Analysis.

Oussama Harrak, Bruno Casella, Samuele Fonio, Piero Fariselli, Gianluca Mittone, Cesare Rollo, Tiziana Sanavia, Marco Aldinucci

Proceedings of the Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2024

Benchmarking Parallelization Models through Karmarkar's Interior-point method.

Marco Edoardo Santimaria, Samuele Fonio, Giulio Malenza, Iacopo Colonnelli, Marco Aldinucci

Proceedings of the 32nd Euromicro International Conference on Parallel, 2024

FedHP: Federated Learning with Hyperspherical Prototypical Regularization.

Samuele Fonio, Mirko Polato, Roberto Esposito

Proceedings of the 32nd European Symposium on Artificial Neural Networks, 2024

2023

Architecture-Based FedAvg for Vertical Federated Learning.

Bruno Casella, Samuele Fonio

Proceedings of the IEEE/ACM 16th International Conference on Utility and Cloud Computing, 2023

Benchmarking Federated Learning Frameworks for Medical Imaging Tasks.

Samuele Fonio

Proceedings of the Image Analysis and Processing - ICIAP 2023 Workshops, 2023

Hierarchical priors for Hyperspherical Prototypical Networks.

Samuele Fonio, Lorenzo Paletto, Mattia Cerrato, Dino Ienco, Roberto Esposito

Proceedings of the 31st European Symposium on Artificial Neural Networks, 2023