FONIO, SAMUELE
FONIO, SAMUELE
INFORMATICA
Architecture-Based FedAvg for Vertical Federated Learning
2023-01-01 Bruno Casella, Samuele Fonio
Benchmarking Federated Learning Frameworks for Medical Imaging Tasks
2024-01-01 Samuele Fonio
Benchmarking Federated Learning Frameworks’ Scalability
2025-01-01 Gianluca Mittone, Samuele Fonio, Robert Birke, Marco Aldinucci
Benchmarking Parallelization Models through Karmarkar’s Interior-point method
2024-01-01 Marco Edoardo Santimaria, Samuele Fonio, Giulio Malenza, Iacopo Colonnelli, Marco Aldinucci
Fed2RC: Federated Rocket Kernels and Ridge Classifier for Time Series Classification
2025-01-01 Casella, Bruno; Fonio, Samuele; Sciandra, Lorenzo; Gallicchio, Claudio; Aldinucci, Marco; Polato, Mirko; Esposito, Roberto
Federated AdaBoost for Survival Analysis
2026-01-01 Oussama Harrak; Bruno Casella; Samuele Fonio; Piero Fariselli; Gianluca Mittone; Cesare Rollo; Tiziana Sanavia; Marco Aldinucci
FedHP: Federated Learning with Hyperspherical Prototypical Regularization
2024-01-01 Samuele Fonio, Mirko Polato, Roberto Esposito
Hierarchical Priors for Hyperspherical Prototypical Networks
2023-01-01 Samuele Fonio, Lorenzo Paletto, Mattia Cerrato, Dino Ienco, Roberto Esposito
Hyperbolic Prototypical Entailment Cones for Image Classification
2025-01-01 Samuele Fonio, Roberto Esposito, Marco Aldinucci
Learning with Geometry: Advancing Representation and Federated Learning
2026-05-03
Non-Euclidean Geometries for Prototype-Based Image Classification: a Reality Check
2025-01-01 Samuele Fonio, Silvia Grosso, Sara Bouchenak
Personalized Aggregation for Federated Prototypical Learning
2025-01-01 Samuele Fonio, Bruno Casella, Marco Aldinucci
When Curvature Counts: Hyperbolic Geometry in Prototype-Based Image Classification
2026-01-01 Grosso, Silvia; Fonio, Samuele; Polato, Mirko; Esposito, Roberto; Bouchenak, Sara
| Titolo | Data di pubblicazione | Autore(i) | File |
|---|---|---|---|
| Architecture-Based FedAvg for Vertical Federated Learning | 2023 | Bruno Casella, Samuele Fonio | |
| Benchmarking Federated Learning Frameworks for Medical Imaging Tasks | 2024 | Samuele Fonio | |
| Benchmarking Federated Learning Frameworks’ Scalability | 2025 | Gianluca Mittone, Samuele Fonio, Robert Birke, Marco Aldinucci | |
| Benchmarking Parallelization Models through Karmarkar’s Interior-point method | 2024 | Marco Edoardo Santimaria, Samuele Fonio, Giulio Malenza, Iacopo Colonnelli, Marco Aldinucci | |
| Fed2RC: Federated Rocket Kernels and Ridge Classifier for Time Series Classification | 2025 | Casella, Bruno; Fonio, Samuele; Sciandra, Lorenzo; Gallicchio, Claudio; Aldinucci, Marco; Polato, Mirko; Esposito, Roberto | |
| Federated AdaBoost for Survival Analysis | 2026 | Oussama Harrak; Bruno Casella; Samuele Fonio; Piero Fariselli; Gianluca Mittone; Cesare Rollo; Tiziana Sanavia; Marco Aldinucci | |
| FedHP: Federated Learning with Hyperspherical Prototypical Regularization | 2024 | Samuele Fonio, Mirko Polato, Roberto Esposito | |
| Hierarchical Priors for Hyperspherical Prototypical Networks | 2023 | Samuele Fonio, Lorenzo Paletto, Mattia Cerrato, Dino Ienco, Roberto Esposito | |
| Hyperbolic Prototypical Entailment Cones for Image Classification | 2025 | Samuele Fonio, Roberto Esposito, Marco Aldinucci | |
| Learning with Geometry: Advancing Representation and Federated Learning | 2026 | - | |
| Non-Euclidean Geometries for Prototype-Based Image Classification: a Reality Check | 2025 | Samuele Fonio, Silvia Grosso, Sara Bouchenak | |
| Personalized Aggregation for Federated Prototypical Learning | 2025 | Samuele Fonio, Bruno Casella, Marco Aldinucci | |
| When Curvature Counts: Hyperbolic Geometry in Prototype-Based Image Classification | 2026 | Grosso, Silvia; Fonio, Samuele; Polato, Mirko; Esposito, Roberto; Bouchenak, Sara |