Clustered Federated Learning With Contrastive Loss and Staleness-Aware Aggregation for LEO Satellite Constellations

R. Ozeki, M. Rihan, H. Rizk, B. Matthiesen, A. Dekorsy, H. Yamaguchi, IEEE Open Journal of the Communications Society 7 (2026) 8056–8072.

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Journal Article | Published | English
Author
Ozeki, Ren; Rihan, Mohamed; Rizk, Hamada; Matthiesen, BhoLibreCat ; Dekorsy, Armin; Yamaguchi, Hirozumi
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Journal Title
IEEE Open Journal of the Communications Society
Volume
7
Page
8056-8072
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Ozeki R, Rihan M, Rizk H, Matthiesen B, Dekorsy A, Yamaguchi H. Clustered Federated Learning With Contrastive Loss and Staleness-Aware Aggregation for LEO Satellite Constellations. IEEE Open Journal of the Communications Society. 2026;7:8056-8072. doi:10.1109/ojcoms.2026.3712413
Ozeki, R., Rihan, M., Rizk, H., Matthiesen, B., Dekorsy, A., & Yamaguchi, H. (2026). Clustered Federated Learning With Contrastive Loss and Staleness-Aware Aggregation for LEO Satellite Constellations. IEEE Open Journal of the Communications Society, 7, 8056–8072. https://doi.org/10.1109/ojcoms.2026.3712413
@article{Ozeki_Rihan_Rizk_Matthiesen_Dekorsy_Yamaguchi_2026, title={Clustered Federated Learning With Contrastive Loss and Staleness-Aware Aggregation for LEO Satellite Constellations}, volume={7}, DOI={10.1109/ojcoms.2026.3712413}, journal={IEEE Open Journal of the Communications Society}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Ozeki, Ren and Rihan, Mohamed and Rizk, Hamada and Matthiesen, Bho and Dekorsy, Armin and Yamaguchi, Hirozumi}, year={2026}, pages={8056–8072} }
Ozeki, Ren, Mohamed Rihan, Hamada Rizk, Bho Matthiesen, Armin Dekorsy, and Hirozumi Yamaguchi. “Clustered Federated Learning With Contrastive Loss and Staleness-Aware Aggregation for LEO Satellite Constellations.” IEEE Open Journal of the Communications Society 7 (2026): 8056–72. https://doi.org/10.1109/ojcoms.2026.3712413.
R. Ozeki, M. Rihan, H. Rizk, B. Matthiesen, A. Dekorsy, and H. Yamaguchi, “Clustered Federated Learning With Contrastive Loss and Staleness-Aware Aggregation for LEO Satellite Constellations,” IEEE Open Journal of the Communications Society, vol. 7, pp. 8056–8072, 2026, doi: 10.1109/ojcoms.2026.3712413.
Ozeki, Ren, et al. “Clustered Federated Learning With Contrastive Loss and Staleness-Aware Aggregation for LEO Satellite Constellations.” IEEE Open Journal of the Communications Society, vol. 7, Institute of Electrical and Electronics Engineers (IEEE), 2026, pp. 8056–72, doi:10.1109/ojcoms.2026.3712413.

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