Pubblicazioni

Riviste internazionali

D. Menegatti, A. Giuseppi, S. Manfredi, A. Pietrabissa, "A Discrete-Time Multi-Hop Consensus Protocol for Decentralized Federated Learning", IEEE Access, Vol. 11, 80613-80623, 2022, 2023, DOI: 10.1109/ACCESS.2023.3299443

A. Giuseppi, S. Manfredi, D. Menegatti, C. Poli, A. Pietrabissa, "Decentralised Federated Learning for Hospital Networks with application to COVID-19 Detection", IEEE Access, Vol. 10, 92681-92691, 2022, DOI: 10.1109/ACCESS.2022.3202922

A. Giuseppi, S. Manfredi, A. Pietrabissa, "A Weighted Average Consensus Approach for Decentralized Federated Learning", Machine Intelligence Research 19 (4), 319-330, 2022, DOI: 10.1007/s11633-022-1338-z

A. Giuseppi, L. Della Torre, D. Menegatti, A. Pietrabissa, C. Poli, "An Adaptive Model Averaging Procedure for Federated Learning (AdaFed)", Journal of Advances in Information Technology, Vol. 13, No. 6, December 2022, DOI: 10.12720/jait.13.6.539-548

Convegni internazionali

A. Giuseppi, D. Menegatti, S. Manfredi, A. Pietrabissa, C. Poli, "Decentralized Federated Learning for Nonintrusive Load Monitoring in Smart Energy Communities", 2022 30th Mediterranean Conference on Control and Automation (MED), 312-317, 2022, DOI: 10.1109/MED54222.2022.9837291

A. Giuseppi, L. Della Torre,  D. Menegatti, A. Pietrabissa, "AdaFed: Performance-based Adaptive Federated Learning", 2021 The 5th International Conference on Advances in Artificial Intelligence (ICAAI 2021), November 20-22, 2021, DOI: 10.1145/3505711.3505717