conftrace_

distributed mean estimation

9 papers

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Also known as

DME

Co-occurring keywords

federated learning (1333) communication efficiency (297) differential privacy (1016) communication compression (55) privacy amplification (29) stochastic method (95) compression algorithm (8) local randomizer (1) unbiased estimator (39) local differential privacy (73)

Papers

Universal Exact Compression of Differentially Private Mechanisms NIPS 2024
Breaking the Communication-Privacy-Accuracy Tradeoff with $f$-Differential Privacy NIPS 2023
Exact Optimality of Communication-Privacy-Utility Tradeoffs in Distributed Mean Estimation NIPS 2023
Correlation Aware Sparsified Mean Estimation Using Random Projection NIPS 2023
Privacy Amplification via Compression: Achieving the Optimal Privacy-Accuracy-Communication Trade-off in Distributed Mean Estimation NIPS 2023
The Poisson Binomial Mechanism for Unbiased Federated Learning with Secure Aggregation ICML 2022
EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Learning ICML 2022
Wyner-Ziv Estimators: Efficient Distributed Mean Estimation with Side-Information AISTATS 2021
DRIVE: One-bit Distributed Mean Estimation NIPS 2021