Search Results for author: Huafei Zhu

Found 2 papers, 0 papers with code

On the relationship between (secure) multi-party computation and (secure) federated learning

no code implementations6 Aug 2020 Huafei Zhu

In the second part, we are able to show that if the underlying FL instance privately computes the defined $m$-ary functionality in the simulation-based framework, then the simulation-based FL solution is also an instance of SMPC.

Cryptography and Security

Privacy-preserving Weighted Federated Learning within Oracle-Aided MPC Framework

no code implementations17 Mar 2020 Huafei Zhu, Zengxiang Li, Mervyn Cheah, Rick Siow Mong Goh

In the second fold, an oracle-aided MPC solution for computing weighted federated learning is formalized by decoupling the security of federated learning systems from that of underlying multi-party computations.

Cryptography and Security

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