Ph.D. candidate in Ingegneria Informatica E Dei Sistemi , 36th cycle (2020-2023)
Department of Control and Computer Engineering (DAUIN)
Profile
PhD
Thesis title
Advancing Generalization in Heterogeneous Federated Learning for Real-world Vision Applications
Tutors
Teaching
Teachings
Master of Science
- Advanced Machine Learning. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
Bachelor of Science
- Informatica. A.A. 2021/22, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
Research
Research groups
Publications
Latest publications View all publications in Porto@Iris
- Dutto, Mattia; Berton, Gabriele; Caldarola, Debora; Fani, Eros; Trivigno, Gabriele; ... (In stampa)
Collaborative Visual Place Recognition through Federated Learning. In: IEEE / CVF Computer Vision and Pattern Recognition Conference Workshop, Seattle (USA)
Contributo in Atti di Convegno (Proceeding) - Silvi, Andrea; Rizzardi, Andrea; Caldarola, Debora; Caputo, Barbara; Ciccone, Marco (2024)
Accelerating Federated Learning via Sequential Training of Grouped Heterogeneous Clients. In: IEEE ACCESS, vol. 12, pp. 57043-57058. ISSN 2169-3536
Contributo su Rivista - Caldarola, Debora; Caputo, Barbara; Ciccone, Marco (2023)
Window-based Model Averaging Improves Generalization in Heterogeneous Federated Learning. In: International Conference on Computer Vision Workshop 2023, Parigi (FR), 02-06 October 2023, pp. 2255-2263. ISBN: 979-8-3503-0744-3
Contributo in Atti di Convegno (Proceeding) - Shenaj, Donald; Fani, Eros; Toldo, Marco; Caldarola, Debora; Tavera, Antonio; Michieli, ... (2023)
Learning Across Domains and Devices: Style-Driven Source-Free Domain Adaptation in Clustered Federated Learning. In: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii (USA), 02-07 January 2023, pp. 444-454
Contributo in Atti di Convegno (Proceeding) - Caldarola, Debora; Caputo, Barbara; Ciccone, Marco (2022)
Improving Generalization in Federated Learning by Seeking Flat Minima. In: Computer Vision–ECCV 2022: 17th European Conference, Tel Aviv, 23-27 Ottobre 2022, pp. 654-672. ISBN: 978-3-031-20049-6
Contributo in Atti di Convegno (Proceeding)