Improving Generalization in Federated Learning by Seeking Flat Minima D Caldarola*, B Caputo, M Ciccone* European Conference on Computer Vision (ECCV), 2022 | 114 | 2022 |
Cluster-driven Graph Federated Learning over Multiple Domains D Caldarola, M Mancini, F Galasso, M Ciccone, E Rodolà, B Caputo IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshop on …, 2021 | 97 | 2021 |
FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving L Fantauzzo*, E Fani*, D Caldarola, A Tavera, F Cermelli, M Ciccone, ... IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2022 | 57 | 2022 |
Learning Across Domains and Devices: Style-Driven Source-Free Domain Adaptation in Clustered Federated Learning D Shenaj*, E Fanì*, M Toldo, D Caldarola, A Tavera, U Michieli, ... IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2023 | 36 | 2023 |
Speeding up Heterogeneous Federated Learning with Sequentially Trained Superclients R Zaccone*, A Rizzardi*, D Caldarola, M Ciccone, B Caputo 26th International Conference on Pattern Recognition (ICPR), 2022 | 17 | 2022 |
Window-based Model Averaging Improves Generalization in Heterogeneous Federated Learning D Caldarola, B Caputo, M Ciccone International Conference on Computer Vision Workshop (ICCVW), 2023 | 6 | 2023 |
Accelerating Federated Learning via Sequential Training of Grouped Heterogeneous Clients A Silvi*, A Rizzardi*, D Caldarola*, B Caputo, M Ciccone IEEE Access, 2024 | 2 | 2024 |
Collaborative Visual Place Recognition through Federated Learning M Dutto, G Berton, D Caldarola, E Fani, G Trivigno, C Masone IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshop (CVPRW), 2024 | 1 | 2024 |
Beyond Local Sharpness: Communication-Efficient Global Sharpness-aware Minimization for Federated Learning D Caldarola, P Cagnasso, B Caputo, M Ciccone arXiv preprint arXiv:2412.03752, 2024 | | 2024 |
Advancing Generalization in Heterogeneous Federated Learning for Real-world Vision Applications D Caldarola Politecnico di Torino, 2024 | | 2024 |
Towards Real World Federated Learning D Caldarola Politecnico di Torino, 2020 | | 2020 |
Supplementary Material Learning Across Domains and Devices: Style-Driven Source-Free Domain Adaptation in Clustered Federated Learning D Shenaj, E Fanı, M Toldo, D Caldarola, A Tavera, U Michieli, M Ciccone, ... | | |
Federated Learning across Domains D Caldarola | | |