Publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2025

  1. Non-Euclidean geometries for Prototype-Based Image Classification: a Reality Check
    Samuele Fonio, Silvia Grosso, and Sara Bouchenak
    In Proceedings of the 4th Italian Conference on Big Data and Data Science, 2025
  2. Personalized Aggregation for Federated Prototypical Learning
    Samuele Fonio, Bruno Casella, and Marco Aldinucci
    In Proceedings of the ECML-PKDD Workshops, 2025
  3. Fed2RC: Federated Rocket Kernels and Ridge Classifier for Time Series Classification
    Bruno Casella, Samuele Fonio, Lorenzo Sciandra, and 4 more authors
    In Proceedings of the 28th European Conference on Artificial Intelligence (ECAI) 2025, 2025
  4. Hyperbolic Prototypical Entailment Cones for Image Classification
    Samuele Fonio, Roberto Esposito, and Marco Aldinucci
    In The 28th International Conference on Artificial Intelligence and Statistics, 2025

2024

  1. Fedhp: Federated learning with hyperspherical prototypical regularization
    Samuele Fonio, Mirko Polato, Roberto Esposito, and 1 more author
    In ESANN 2024 proceedings, 2024
  2. Federated AdaBoost for Survival Analysis
    Oussama Harrak, Bruno Casella, Samuele Fonio, and 6 more authors
    In Proceedings of the ECML-PKDD Workshops, 2024
  3. Benchmarking Parallelization Models through Karmarkar’s Interior-point method
    Marco Edoardo Santimaria, Samuele Fonio, Giulio Malenza, and 2 more authors
    In 2024 32nd Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP), 2024

2023

  1. Architecture-Based FedAvg for Vertical Federated Learning
    Bruno Casella, and Samuele Fonio
    In Proceedings of the IEEE/ACM 16th International Conference on Utility and Cloud Computing, 2023
  2. Hierarchical priors for Hyperspherical Prototypical Networks
    Samuele Fonio, Lorenzo Paletto, Mattia Cerrato, and 3 more authors
    In ESANN 2023-Proceedings, 2023
  3. Benchmarking Federated Learning Frameworks for Medical Imaging Tasks
    Samuele Fonio
    In International Conference on Image Analysis and Processing, 2023