Distributed Learning without Distress: Privacy-Preserving Empirical Risk Minimization

Bargav Jayaraman, Lingxiao Wang, David Evans, Quanquan Gu

Neural Information Processing Systems 

In our output perturbation method, the parties combine local models within a secure computation and then add the required differential privacy noise before revealing the model.

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