DNA-HHE: Dual-mode Near-network Accelerator for Hybrid Homomorphic Encryption on the Edge

TL;DR

DNA-HHE is a dual-mode accelerator for hybrid homomorphic encryption on edge devices, enabling flexible, low-latency privacy-preserving computation by supporting both FHE and HHE schemes within a unified hardware architecture.

Contribution

It introduces the first dual-mode HHE accelerator with near-network coupling, supporting both RNS-CKKS and Rubato encryption schemes in a compact, efficient design.

Findings

Reduces edge-side PPOC latency by up to 1.56×

Outperforms state-of-the-art single-mode designs in latency and area

Supports flexible switching between FHE and HHE modes

Abstract

Fully homomorphic encryption (FHE) schemes like RNS-CKKS enable privacy-preserving outsourced computation (PPOC) but suffer from high computational latency and ciphertext expansion, especially on the resource-constrained edge side. Hybrid Homomorphic Encryption (HHE) mitigates these issues on the edge side by replacing HE with lightweight symmetric encryption for plaintext encryption, such as the Rubato cipher for the HHE variant of RNS-CKKS, yet it introduces transciphering overhead on the cloud. The respective strengths and limitations of FHE and HHE call for a dual-mode HHE solution with flexible algorithm switching ability. This paper presents DNA-HHE, the first dual-mode HHE accelerator with near-network coupling for edge devices. DNA-HHE supports both edge-side RNS-CKKS and Rubato within a unified architecture driven by flexible custom instructions. To realize a compact implementation for the edge side, we propose a DSP-efficient modular reduction design, a compact multi-field-adaptive butterfly unit, and parallel scheduling schemes of Rubato with a high degree of resource sharing. DNA-HHE is designed with network protocol packaging and transmission capacities and directly coupled to the network interface controller, achieving reduced overall latency of edge-side PPOC by 1.09$\times$ to 1.56$\times$. Our evaluations on the ASIC and FPGA platforms demonstrate that DNA-HHE outperforms the state-of-the-art single-mode designs in both edge-side RNS-CKKS and symmetric cipher with better computation latency and area efficiency, while offering dual-mode functionality.