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09/14/2023
Communication Efficient Private Federated Learning Using Dithering
The task of preserving privacy while ensuring efficient communication is...
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05/03/2022
Privacy Amplification via Random Participation in Federated Learning
Running a randomized algorithm on a subsampled dataset instead of the en...
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02/07/2022
Over-the-Air Ensemble Inference with Model Privacy
We consider distributed inference at the wireless edge, where multiple c...
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06/14/2021
Bivariate Polynomial Codes for Secure Distributed Matrix Multiplication
We consider the problem of secure distributed matrix multiplication. Cod...
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02/16/2021
Speeding Up Private Distributed Matrix Multiplication via Bivariate Polynomial Codes
We consider the problem of private distributed matrix multiplication und...
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01/27/2021
Dopamine: Differentially Private Federated Learning on Medical Data
While rich medical datasets are hosted in hospitals distributed across t...
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11/17/2020
Private Wireless Federated Learning with Anonymous Over-the-Air Computation
We study the problem of differentially private wireless federated learni...
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01/20/2020