ENISA Data Protection Engineering - From Theory to Practice
ENISA DPE - Privacy-Preserving Computation

ENISA Data Protection Engineering - From Theory to Practice ENISA-DPE-4.1: Homomorphic encryption

Homomorphic encryption allows computation over encrypted data without first decrypting it, with partial schemes (additive or multiplicative) and fully homomorphic schemes (arbitrary computation). The report surveys current performance trade-offs and use cases (cloud analytics on sensitive data, secure ML inference).

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