2025 "privacy amplification" Papers

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Differentially Private Relational Learning with Entity-level Privacy Guarantees

Yinan Huang, Haoteng Yin, Eli Chien et al.

NEURIPS 2025posterarXiv:2506.08347

Mitigating the Privacy–Utility Trade-off in Decentralized Federated Learning via f-Differential Privacy

Xiang Li, Chendi Wang, Buxin Su et al.

NEURIPS 2025spotlight
1
citations

Scaling up the Banded Matrix Factorization Mechanism for Large Scale Differentially Private ML

Ryan McKenna

ICLR 2025poster