Efficient and secure multi-party computation protocol supporting deep learning
Privacy-preserving deep learning based on secure multi-party computation (MPC) has emerged as a critical research focus in recent years. While existing approaches predominantly employ additive secret sharing with a fixed number of parties, they have yet ...
Shancheng Zhang +5 more
doaj +1 more source
Introduction to secret sharing based secure multiparty computation in health data. [PDF]
Kerr S, Escudero D.
europepmc +1 more source
Secure federated transfer learning with enhanced secure multiparty computation for privacy preserving smart EHR systems. [PDF]
Kim TH, Bhat CR, Yimer TE.
europepmc +1 more source
Enabling health data analyses across multiple private datasets with no information sharing using secure multiparty computation. [PDF]
Kerr S, Robertson C, Sudlow C, Sheikh A.
europepmc +1 more source
Secure multiparty computation protocol based on homomorphic encryption and its application in blockchain. [PDF]
Bao H, Yuan M, Deng H, Xu J, Zhao Y.
europepmc +1 more source
Privacy-friendly evaluation of patient data with secure multiparty computation in a European pilot study. [PDF]
Ballhausen H +13 more
europepmc +1 more source
Secure Byzantine resilient federated learning based on multi-party computation
To address issues such as gradient privacy protection, server inference attacks, and low accuracy caused by client data poisoning in federated learning, a secure Byzantine resilient federated learning scheme based on multi-party computation was proposed,
GAO Hongfeng, HUANG Hao, TIAN Youliang
doaj
A blockchain-enabled framework for secure and efficient data transmission in underwater sensor networks using advanced cryptographic techniques. [PDF]
Kumar KK +5 more
europepmc +1 more source
MHBDS: Healthcare blockchain data sharing scheme based on SMPC and TRP-PBFT. [PDF]
Zhang L, Luo J, Hao Z, Yang Q.
europepmc +1 more source
Secure distributed multiple imputation enables missing data inference for private data proprietors. [PDF]
Smajlović H +4 more
europepmc +1 more source

