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GME: GPU-based Microarchitectural Extensions to Accelerate Homomorphic Encryption. (arXiv:2309.11001v1 [cs.CR])
cs.CR updates on arXiv.org arxiv.org
Fully Homomorphic Encryption (FHE) enables the processing of encrypted data
without decrypting it. FHE has garnered significant attention over the past
decade as it supports secure outsourcing of data processing to remote cloud
services. Despite its promise of strong data privacy and security guarantees,
FHE introduces a slowdown of up to five orders of magnitude as compared to the
same computation using plaintext data. This overhead is presently a major
barrier to the commercial adoption of FHE.
In this work, …
attention cloud cloud services data data privacy data processing encrypted encrypted data encryption extensions fhe fully homomorphic encryption gpu homomorphic encryption outsourcing privacy privacy and security security services