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The Fundamental Price of Secure Aggregation in Differentially Private Federated Learning.

, , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 3056-3089. PMLR, (2022)

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Federated Experiment Design under Distributed Differential Privacy., , , , and . CoRR, (2023)Exact Optimality of Communication-Privacy-Utility Tradeoffs in Distributed Mean Estimation., , , , and . CoRR, (2023)On the Price of Source Anonymity in Heterogeneous Parametric Point Estimation., and . ISIT, page 2339-2343. IEEE, (2019)Anonymous Heterogeneous Distributed Detection: Optimal Decision Rules, Error Exponents, and the Price of Anonymity., and . IEEE Trans. Inf. Theory, 65 (11): 7390-7406 (2019)Breaking the Communication-Privacy-Accuracy Trilemma., , and . NeurIPS, (2020)Pointwise Bounds for Distribution Estimation under Communication Constraints., , and . NeurIPS, page 24593-24603. (2021)Estimating Sparse Distributions Under Joint Communication and Privacy Constraints., , and . ISIT, page 3144-3149. IEEE, (2022)Noisy Adaptive Group Testing for Community-Oriented Models., , and . ISIT, page 1621-1626. IEEE, (2023)Optimal Compression of Locally Differentially Private Mechanisms., , , , and . AISTATS, volume 151 of Proceedings of Machine Learning Research, page 7680-7723. PMLR, (2022)Training Generative Models From Privatized Data via Entropic Optimal Transport., , and . IEEE J. Sel. Areas Inf. Theory, (2024)