General
A Combined Streaming FPGA Architecture for Client-Side CKKS Encoding and Encryption
arXiv cs.CR0 views
arXiv:2610.27204v1 Announce Type: new Abstract: Homomorphic encryption allows a computing service to process encrypted data, but the client must first encode and encrypt its inputs. Sharing hardware between floating-point encoding and modular encryption reduces area but requires those transform roles to execute at different times. We present a streaming FPGA architecture for CKKS encoding and encryption that computes the shared floating-point encoding transform once and performs the integer transforms for six residue moduli in parallel. Dedicated transform pipelines exchange intermediate results on chip rather than through off-chip memory. DSP Builder generates the transform RTL, and Altera HLS IP Gen compiler compiles the surrounding SYCL pipeline into IP integrated with DMA and control logic in an accelerator functional unit. At polynomial degree N = 8192, the Altera Agilex 7 implementation delivers 5,143 complete ciphertexts per second at 471 MHz. One SEAL-Embedded CPU worker on the same workstation delivers 113 ciphertexts per second for real-valued inputs using all 4,096 slots. Measurements cover prepared-input computation through complete ciphertext construction, including FPGA submission and output delivery.
Source:https://arxiv.org/abs/2610.27204PreviousModel Exposure on One Device Endangers Others: Rethinking Edge Neural Network Security across DevicesNextProfile-DP: Differential Privacy for User-Controlled Profile Release in Personalized LLM Inference
Related posts
The Trump Administration Is Wreaking Havoc on the Electoral System Before the Midterms
0Wired

YouTuber Druski is going to make exclusive content for Netflix
0The Verge
Why are Soviet math textbooks so hardcore in comparison to US textbooks? (2017)
0Hacker News
Technofeudalism
0Hacker News
The Linkerd Story: The people Behind The Service Mesh — A new documentary premieres at KubeCon + CloudNativeCon North America 2026
0CNCF Blog
Londres en otoño: barrios, mercados y museos a tu ritmo
0dev.to Watercooler