Tensorfhe: Achieving practical computation on encrypted data using gpgpu

S Fan, Z Wang, W Xu, R Hou, D Meng… - … Symposium on High …, 2023 - ieeexplore.ieee.org
In the cloud computing era, privacy protection is becoming pervasive in a broad range of
applications (eg, machine learning, data mining, etc). Fully Homomorphic Encryption (FHE) …

Implementation and performance evaluation of RNS variants of the BFV homomorphic encryption scheme

A Al Badawi, Y Polyakov, KMM Aung… - … on Emerging Topics …, 2019 - ieeexplore.ieee.org
Homomorphic encryption is an emerging form of encryption that provides the ability to
compute on encrypted data without ever decrypting them. Potential applications include …

High-performance FV somewhat homomorphic encryption on GPUs: An implementation using CUDA

A Al Badawi, B Veeravalli, CF Mun… - IACR Transactions on …, 2018 - tches.iacr.org
Homomorphic encryption (HE) offers great capabilities that can solve a wide range of
privacy-preserving computing problems. This tool allows anyone to process encrypted data …

Multi-GPU design and performance evaluation of homomorphic encryption on GPU clusters

A Al Badawi, B Veeravalli, J Lin, N Xiao… - … on Parallel and …, 2020 - ieeexplore.ieee.org
We present a multi-GPU design, implementation and performance evaluation of the Halevi-
Polyakov-Shoup (HPS) variant of the Fan-Vercauteren (FV) levelled Fully Homomorphic …

Fast and error-free negacyclic integer convolution using extended fourier transform

J Klemsa - … Symposium on Cyber Security Cryptography and …, 2021 - Springer
With the rise of lattice cryptography,(negacyclic) convolution has received increased
attention. Eg, the NTRU scheme internally employs cyclic polynomial multiplication, which is …

Faster homomorphic encryption over GPGPUs via hierarchical DGT

PGMR Alves, JN Ortiz, DF Aranha - International Conference on Financial …, 2021 - Springer
Privacy guarantees are still insufficient for outsourced data processing in the cloud. While
employing encryption is feasible for data at rest or in transit, it is not for computation without …

ProgramGalois: A Programmable Generator of Radix-4 Discrete Galois Transformation Architecture for Lattice-based Cryptography

G Li, Z Ye, D Chen, W Dai, G Mao, K Huang… - ACM Transactions on …, 2024 - dl.acm.org
Lattice-based cryptography (LBC) has been established as a prominent research field, with
particular attention on post-quantum cryptography (PQC) and fully homomorphic encryption …

Performance of hierarchical transforms in homomorphic encryption: a case study on logistic regression inference

PGMR Alves, JN Ortiz, DF Aranha - Journal of Cryptographic Engineering, 2023 - Springer
Recent works challenged the number-theoretic transform (NTT) as the most efficient method
for polynomial multiplication in GPU implementations of fully homomorphic encryption …

Towards Faster Fully Homomorphic Encryption Implementation with Integer and Floating-point Computing Power of GPUs

G Fan, F Zheng, L Wan, L Gao, Y Zhao… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
Fully Homomorphic Encryption (FHE) allows computations on encrypted data without
knowledge of the plaintext message and currently has been the focus of both academia and …

Algorithm-Hardware Co-Design of Split-Radix Discrete Galois Transformation for KyberKEM

G Li, D Chen, G Mao, W Dai, AI Sanka… - … on Emerging Topics …, 2023 - ieeexplore.ieee.org
KyberKEM is one of the final round key encapsulation mechanisms in the NIST post-
quantum cryptography competition. Number theoretic transform (NTT), as the computing …