Publication: IEICE TRANSACTIONS on Information and Systems Publication Date: 2026/07/01 Vol. E109-DNo. 7pp. 1173-1177 Type of Manuscript: LETTER Category: Artificial Intelligence, Data Mining Keyword: federated learning, cross-silo, non-IID, personalization, adaptive aggregation,