Research

@inproceedings{shenaj2023learning,

title = {Learning across domains and devices: Style-driven source-free domain adaptation in clustered federated learning},

author = {Donald Shenaj and Eros Fan`i and Marco Toldo and Debora Caldarola and Antonio Tavera and Umberto Michieli and Marco Ciccone and Pietro Zanuttigh and Barbara Caputo},

year  = {2023},

date = {2023-01-01},

urldate = {2023-01-01},

booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},

pages = {444--454},

keywords = {Autonomous driving, CVF Winter Conference on Applications of Computer Vision, Federated Learning},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{caldarola2022improvingb,

title = {Window-based Model Averaging Improves Generalization in Heterogeneous Federated Learning},

author = {Debora Caldarola and Barbara Caputo and Marco Ciccone},

year  = {2023},

date = {2023-01-01},

urldate = {2023-01-01},

booktitle = {International Conference on Computer Vision Workshop},

organization = {IEEE/CVF},

keywords = {Federated Learning},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{zaccone2022speeding,

title = {Speeding up Heterogeneous Federated Learning with Sequentially Trained Superclients},

author = {Riccardo Zaccone and Andrea Rizzardi and Debora Caldarola and Marco Ciccone and Barbara Caputo},

year  = {2022},

date = {2022-01-01},

booktitle = {International Conference on Pattern Recognition},

journal = {International Conference on Pattern Recognition},

keywords = {Federated Learning},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{caldarola2022improving,

title = {Improving generalization in federated learning by seeking flat minima},

author = {Debora Caldarola and Barbara Caputo and Marco Ciccone},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

booktitle = {European Conference on Computer Vision},

pages = {654--672},

organization = {Springer},

keywords = {European Conference on Computer Vision, Federated Learning},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{fantauzzo2022feddrive,

title = {FedDrive: Generalizing federated learning to semantic segmentation in autonomous driving},

author = {Lidia Fantauzzo and Eros Fan`ı and Debora Caldarola and Antonio Tavera and Fabio Cermelli and Marco Ciccone and Barbara Caputo},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

booktitle = {2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},

pages = {11504–11511},

organization = {IEEE},

keywords = {Autonomous driving, Federated Learning, Semantic segmentation},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{caldarola2021cluster,

title = {Cluster-driven Graph Federated Learning over Multiple Domains},

author = {Debora Caldarola and Massimiliano Mancini and Fabio Galasso and Marco Ciccone and Emanuele Rodolà and Barbara Caputo},

year  = {2021},

date = {2021-01-01},

booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},

pages = {2749--2758},

keywords = {Computer Science - Computer Vision and Pattern Recognition, Federated Learning},

pubstate = {published},

tppubtype = {inproceedings}

}