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Author

E. Savaş

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Preprint Oct 2026

Combining Homomorphic Encryption and Differential Privacy in Federated Learning for Model Inspection and Availability

The increasing prevalence of decentralized data has led to a growing interest in federated learning, which enables collaborative model training without clients sharing their sensitive local data. However, FL alone does not sufficiently protect sensitive training data and is generally coupled with privacy-preserving tec...

Ceren Yildirim, K. Kaya, S. Yıldırım et al. · 0 citations
Open access Sep 2026

TP-NTT: Batch NTT Hardware with Application to Relinearization

TP-NTT is presented, a scalable, throughput-optimized NTT architecture supporting a wide range of ring dimensions used in FHE, and a relinearization accelerator is proposed that leverages the fast batch NTT capability of TP-NTT, achieving 67.34x speedup over state-of-theart software implementations and highlighting TP-...

Emre Koçer, Tolun Tosun, Beren Aydoğan et al. · 0 citations

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