Poster: Verifiable Encodings for Maliciously-Secure Homomorphic Encryption Evaluation

Poster: Verifiable Encodings for Maliciously-Secure Homomorphic Encryption Evaluation

연구 분야: Cryptography

학회: CCS '23: Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications Security

Homomorphic encryption has become a promising solution for protecting the privacy of computations on sensitive data. However, existing homomorphic encryption pipelines do not guarantee the correctness of the computation result in the presence of a malicious adversary. In this poster, we present two encodings compatible with state-of-the-art fully homomorphic encryption schemes that enable practical client-verification of homomorphic computations, while enabling all the operations required for modern privacy-preserving analytics. Based on these encodings, we introduce a ready-to-use library for the verification of any homomorphic operation executed over encrypted data. We demonstrate its practicality for various applications and, in particular, we show that it enables verifiability of some homomorphic analytics with less than 3 times overhead compared to the homomorphic encryption baseline.