GuardML: Efficient Privacy-Preserving Machine Learning Services Through Hybrid Homomorphic Encryption

Author:

Frimpong Eugene1ORCID,Nguyen Khoa1ORCID,Budzys Mindaugas1ORCID,Khan Tanveer1ORCID,Michalas Antonis12ORCID

Affiliation:

1. Tampere University, Tampere, Finland

2. Research Institute of Sweden (RISE), Stockholm, Sweden

Funder

EU HORIZON

Publisher

ACM

Reference31 articles.

1. Can We Use Split Learning on 1D CNN Models for Privacy Preserving Training?

2. Towards the AlexNet Moment for Homomorphic Encryption: HCNN, the First Homomorphic CNN on Encrypted Data With GPUs

3. Alexandros Bakas, Eugene Frimpong, and Antonis Michalas. 2022. Symmetrical Disguise: Realizing Homomorphic Encryption Services from Symmetric Primitives. In International Conference on Security and Privacy in Communication Systems. Springer, 353--370.

4. Fast Homomorphic Evaluation of Deep Discretized Neural Networks

5. Fully Homomorphic Encryption without Modulus Switching from Classical GapSVP

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