@article{erisenhancingprivacyandscalabilityinfede, title = {ERIS: Enhancing Privacy and Scalability in Federated Learning via Federated Shard Aggregation}, author = {Dario Fenoglio and Pasquale Polverino and Jacopo Quizi and Martin Gjoreski and Akash Dhasade and Marc Langheinrich}, year = {2026}, eprint = {2602.08617}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.08617}, }