CASELLA, BRUNO
CASELLA, BRUNO
INFORMATICA
A Performance Analysis for Confidential Federated Learning
2024-01-01 Bruno Casella, Iacopo Colonnelli, Gianluca Mittone, Robert Birke, Walter Riviera, Antonio Sciarappa, Carlo Cavazzoni, Marco Aldinucci
A performance analysis of VM-based Trusted Execution Environments for Confidential Federated Learning
2025-01-01 Bruno Casella
Advancing Federated Learning. Towards Decentralization and Personalized Models
2025-06-25
Architecture-Based FedAvg for Vertical Federated Learning
2023-01-01 Bruno Casella, Samuele Fonio
Benchmarking FedAvg and FedCurv for Image Classification Tasks
2022-01-01 Bruno Casella; Roberto Esposito; Carlo Cavazzoni; Marco Aldinucci
Cloud Detection Challenge - Methods and Results
2025-01-01 Chisari, Alessio Barbaro; Guarnera, Luca; Ortis, Alessandro; Patatu, Wladimiro Carlo; Casella, Bruno; Naso, Luca; Puglisi, Giuseppe; Zoppo, Vincenzo Del; Giuffrida, Mario Valerio; Battiato, Sebastiano
Experience Replay as an Effective Strategy for Optimizing Decentralized Federated Learning
2023-01-01 Matteo Pennisi, Federica Proietto Salanitri, Giovanni Bellitto, Concetto Spampinato, Simone Palazzo, Bruno Casella, Marco Aldinucci
Experimenting with Normalization Layers in Federated Learning on non-IID scenarios
2024-01-01 Casella, Bruno; Esposito, Roberto; Sciarappa, Antonio; Cavazzoni, Carlo; Aldinucci, Marco
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
FedER: Federated Learning through Experience Replay and privacy-preserving data synthesis
2024-01-01 Pennisi M.; Proietto Salanitri F.; Bellitto G.; Casella B.; Aldinucci M.; Palazzo S.; Spampinato C.
Federated AdaBoost for Survival Analysis
In corso di stampa Oussama Harrak; Bruno Casella; Samuele Fonio; Piero Fariselli; Gianluca Mittone; Cesare Rollo; Tiziana Sanavia; Marco Aldinucci
Federated Learning in a Semi-Supervised Environment for Earth Observation Data
2024-01-01 Casella, Bruno; Chisari, Alessio Barbaro; Aldinucci, Marco; Battiato, Sebastiano; Giuffrida, Mario Valerio
Federated Learning meets HPC and cloud
2023-01-01 Iacopo Colonnelli, Bruno Casella, Gianluca Mittone, Yasir Arfat, Barbara Cantalupo, Roberto Esposito, Alberto Riccardo Martinelli, Doriana Medic, Marco Aldinucci
Federated Time Series Classification with ROCKET features
2024-01-01 Casella, Bruno; Jakobs, Matthias; Aldinucci, Marco; Buschjäger, Sebastian
MERGE: A model for multi-input biomedical federated learning
2023-01-01 Casella, Bruno; Riviera, Walter; Aldinucci, Marco; Menegaz, Gloria
Predicting Cryptocurrencies Market Phases through On-Chain Data Long-Term Forecasting
2023-01-01 Bruno Casella; Lorenzo Paletto
Predictors of target lesion failure after treatment of left main, bifurcation, or chronic total occlusion lesions with ultrathin-strut drug-eluting coronary stents in the ULTRA registry
2023-01-01 de Filippo, Ovidio; Bruno, Francesco; Pinxterhuis, Tineke H; Gąsior, Mariusz; Perl, Leor; Gaido, Luca; Tuttolomondo, Domenico; Greco, Antonio; Verardi, Roberto; Lo Martire, Gianluca; Iannaccone, Mario; Leone, Attilio; Liccardo, Gaetano; Caglioni, Serena; González Ferreiro, Rocio; Rodinò, Giulio; Musumeci, Giuseppe; Patti, Giuseppe; Borzillo, Irene; Tarantini, Giuseppe; Wańha, Wojciech; Casella, Bruno; Ploumen, Eline H; Pyka, Łukasz; Kornowski, Ran; Gagnor, Andrea; Piccolo, Raffaele; Roubin, Sergio Raposeiras; Capodanno, Davide; Zocca, Paolo; Conrotto, Federico; De Ferrari, Gaetano M; von Birgelen, Clemens; D'Ascenzo, Fabrizio; Campo, Gianluca; Sardone, Andrea; Maiellaro, Francesco; Nebiolo, Marco; Annibali, Gianmarco; Pagliasotto, Ilaria; Ferrua, Maria Chiara; Rampone, Joao; Cumitini, Luca; Van Der Heijden, Liefke; Boccuzzi, Giacomo; Mittone, Gianluca
Protocol for training MERGE: A federated multi-input neural network for COVID-19 prognosis
2024-01-01 Casella, Bruno; Riviera, Walter; Aldinucci, Marco; Menegaz, Gloria
Transfer Learning via Test-time Neural Networks Aggregation
2022-01-01 Giuffrida, Mario; Battiato, Sebastiano; Chisari, Alessio; Casella, Bruno
| Titolo | Data di pubblicazione | Autore(i) | File |
|---|---|---|---|
| A Performance Analysis for Confidential Federated Learning | 2024 | Bruno Casella, Iacopo Colonnelli, Gianluca Mittone, Robert Birke, Walter Riviera, Antonio Sciarappa, Carlo Cavazzoni, Marco Aldinucci | |
| A performance analysis of VM-based Trusted Execution Environments for Confidential Federated Learning | 2025 | Bruno Casella | |
| Advancing Federated Learning. Towards Decentralization and Personalized Models | 2025 | - | |
| Architecture-Based FedAvg for Vertical Federated Learning | 2023 | Bruno Casella, Samuele Fonio | |
| Benchmarking FedAvg and FedCurv for Image Classification Tasks | 2022 | Bruno Casella; Roberto Esposito; Carlo Cavazzoni; Marco Aldinucci | |
| Cloud Detection Challenge - Methods and Results | 2025 | Chisari, Alessio Barbaro; Guarnera, Luca; Ortis, Alessandro; Patatu, Wladimiro Carlo; Casella, Bruno; Naso, Luca; Puglisi, Giuseppe; Zoppo, Vincenzo Del; Giuffrida, Mario Valerio; Battiato, Sebastiano | |
| Experience Replay as an Effective Strategy for Optimizing Decentralized Federated Learning | 2023 | Matteo Pennisi, Federica Proietto Salanitri, Giovanni Bellitto, Concetto Spampinato, Simone Palazzo, Bruno Casella, Marco Aldinucci | |
| Experimenting with Normalization Layers in Federated Learning on non-IID scenarios | 2024 | Casella, Bruno; Esposito, Roberto; Sciarappa, Antonio; Cavazzoni, Carlo; Aldinucci, Marco | |
| 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 | |
| FedER: Federated Learning through Experience Replay and privacy-preserving data synthesis | 2024 | Pennisi M.; Proietto Salanitri F.; Bellitto G.; Casella B.; Aldinucci M.; Palazzo S.; Spampinato C. | |
| Federated AdaBoost for Survival Analysis | In corso di stampa | Oussama Harrak; Bruno Casella; Samuele Fonio; Piero Fariselli; Gianluca Mittone; Cesare Rollo; Tiziana Sanavia; Marco Aldinucci | |
| Federated Learning in a Semi-Supervised Environment for Earth Observation Data | 2024 | Casella, Bruno; Chisari, Alessio Barbaro; Aldinucci, Marco; Battiato, Sebastiano; Giuffrida, Mario Valerio | |
| Federated Learning meets HPC and cloud | 2023 | Iacopo Colonnelli, Bruno Casella, Gianluca Mittone, Yasir Arfat, Barbara Cantalupo, Roberto Esposito, Alberto Riccardo Martinelli, Doriana Medic, Marco Aldinucci | |
| Federated Time Series Classification with ROCKET features | 2024 | Casella, Bruno; Jakobs, Matthias; Aldinucci, Marco; Buschjäger, Sebastian | |
| MERGE: A model for multi-input biomedical federated learning | 2023 | Casella, Bruno; Riviera, Walter; Aldinucci, Marco; Menegaz, Gloria | |
| Predicting Cryptocurrencies Market Phases through On-Chain Data Long-Term Forecasting | 2023 | Bruno Casella; Lorenzo Paletto | |
| Predictors of target lesion failure after treatment of left main, bifurcation, or chronic total occlusion lesions with ultrathin-strut drug-eluting coronary stents in the ULTRA registry | 2023 | de Filippo, Ovidio; Bruno, Francesco; Pinxterhuis, Tineke H; Gąsior, Mariusz; Perl, Leor; Gaido, Luca; Tuttolomondo, Domenico; Greco, Antonio; Verardi, Roberto; Lo Martire, Gianluca; Iannaccone, Mario; Leone, Attilio; Liccardo, Gaetano; Caglioni, Serena; González Ferreiro, Rocio; Rodinò, Giulio; Musumeci, Giuseppe; Patti, Giuseppe; Borzillo, Irene; Tarantini, Giuseppe; Wańha, Wojciech; Casella, Bruno; Ploumen, Eline H; Pyka, Łukasz; Kornowski, Ran; Gagnor, Andrea; Piccolo, Raffaele; Roubin, Sergio Raposeiras; Capodanno, Davide; Zocca, Paolo; Conrotto, Federico; De Ferrari, Gaetano M; von Birgelen, Clemens; D'Ascenzo, Fabrizio; Campo, Gianluca; Sardone, Andrea; Maiellaro, Francesco; Nebiolo, Marco; Annibali, Gianmarco; Pagliasotto, Ilaria; Ferrua, Maria Chiara; Rampone, Joao; Cumitini, Luca; Van Der Heijden, Liefke; Boccuzzi, Giacomo; Mittone, Gianluca | |
| Protocol for training MERGE: A federated multi-input neural network for COVID-19 prognosis | 2024 | Casella, Bruno; Riviera, Walter; Aldinucci, Marco; Menegaz, Gloria | |
| Transfer Learning via Test-time Neural Networks Aggregation | 2022 | Giuffrida, Mario; Battiato, Sebastiano; Chisari, Alessio; Casella, Bruno |