Hardware Acceleration for Fully Homomorphic Encryption Scheme Switching from CKKS to FHEW


연구 분야: Cryptography



학회: 2024 58th Asilomar Conference on Signals, Systems, and Computers


초록

Fully Homomorphic Encryption (FHE) presents a paradigm-shifting framework for performing computations on encrypted data, offering revolutionary implications for privacy-preserving technologies. This paper introduces a novel hardware implementation of scheme switching between two leading FHE schemes targeting different computational needs, i.e., arithmetic HE scheme CKKS, and Boolean HE scheme FHEW. The proposed architecture facilitates dynamic switching between the schemes with improved throughput and latency compared to the software baseline. The proposed architecture computation modules support scheme switching operations involving coefficient conversion, modular switching, and key switching. We also optimize the hardware designs for the pre-processing and post-processing blocks, involving key generation, encryption, and decryption. The effectiveness of our proposed design is verified on the Xilinx U280 Datacenter Acceleration FPGA. We demonstrate that the proposed scheme switching accelerator yields a 365× performance improvement over the software counterpart.


Author Profile
Kaiyuan Zhang

Department of Electrical and Computing Engineering Tufts University Medford MA USA

Andorra
Author Profile
Antian Wang

Department of Electrical and Computer Engineering Purdue University Fort Wayne Fort Wayne IN USA

Andorra
Author Profile
Keshab K. Parhi

Department of Electrical and Computer Engineering University of Minnesota Minneapolis MN USA

Andorra

📄 논문 정보

발행 연도 2024년
인용수 187
출판 국가 Andorra
사이트 IEEE
좋아요 수 0

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