Ph.D. in Ingegneria Informatica E Dei Sistemi , 37th cycle (2021-2024)
Ph.D. obtained in 2025
Dissertation:
Addressing Heterogeneity in Federated Learning for Real-world Vision Applications
Tutors:
Barbara Caputo
Research presentation:
PosterProfile
Research topic
Addressing Heterogeneity in Federated Learning for Real-world Vision Applications
Research interests
Biography
Awards and Honors
Teaching
Teachings
Master of Science
- Applicazioni Web I. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
Bachelor of Science
- Informatica. A.A. 2022/23, INGEGNERIA GESTIONALE. Collaboratore del corso
Publications
Works published during the Ph.D. View all publications in Porto@Iris
- Dutto, Mattia; Berton, Gabriele; Caldarola, Debora; Fani, Eros; Trivigno, Gabriele; ... (2024)
Collaborative Visual Place Recognition through Federated Learning. In: IEEE / CVF Computer Vision and Pattern Recognition Conference Workshop, Seattle (USA), 17-18 June 2024, pp. 4215-4225. ISBN: 979-8-3503-6547-4
Contributo in Atti di Convegno (Proceeding) - Fanì, Eros; Camoriano, Raffaello; Caputo, Barbara; Ciccone, Marco (2024)
Accelerating Heterogeneous Federated Learning with Closed-form Classifiers. In: Forty-first International Conference on Machine Learning (ICML), Wien, Austria, July 21 - July 27, 2024, pp. 13029-13048. ISSN 2640-3498
Contributo in Atti di Convegno (Proceeding) - Fani', Eros; Camoriano, Raffaello; Caputo, Barbara; Ciccone, Marco (2023)
Fed3R: Recursive Ridge Regression for Federated Learning with strong pre-trained models. In: Workshop on Federated Learning in the Age of Foundation Models in Conjunction with NeurIPS 2023, New Orleans, LA (USA), Dec 16 2023, pp. 1-19
Contributo in Atti di Convegno (Proceeding) - Fani', Eros; Ciccone, Marco; Caputo, Barbara (2023)
FedDrive v2: an Analysis of the Impact of Label Skewness in Federated Semantic Segmentation for Autonomous Driving. In: 2023 I-RIM Conference, Roma (ITA), 20-22 ottobre 2023, pp. 81-84. ISBN: 9788894580549
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) - Fantauzzo, Lidia; Fani', Eros; Caldarola, Debora; Tavera, Antonio; Cermelli, Fabio; ... (2022)
FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving. In: 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2022), Kyoto (JPN), 23-27 October 2022, pp. 11504-11511
Contributo in Atti di Convegno (Proceeding)