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Privacy-Preserving Deep Learning via Additively Homomorphic Encryption
SGD privacy-preserving deep learning system
2017/7/28
We build a privacy-preserving deep learning system in which many learning participants perform neural network-based deep learning over a combined dataset of all, without actually revealing the partici...
Cryptanalysis of a (Somewhat) Additively Homomorphic Encryption Scheme Used in PIR
Homomorphic encryption Private information retrieval Cryptanalysis
2016/1/5
Private Information Retrieval (PIR) protects users' privacy in outsourced storage applications and can be achieved using additively homomorphic encryption schemes. Several PIR schemes with a “real wor...
Additively Homomorphic Encryption with t-Operand Multiplications
homomorphic encryption lattices secure function evaluation
2009/6/9
Homomorphic encryption schemes are an essential ingredient to design protocols where
different users interact in order to obtain some information from the others, at the same time that each
user kee...