A survey on homomorphic encryption schemes: Theory and implementation

A Acar, H Aksu, AS Uluagac, M Conti - ACM Computing Surveys (Csur), 2018 - dl.acm.org
Legacy encryption systems depend on sharing a key (public or private) among the peers
involved in exchanging an encrypted message. However, this approach poses privacy …

A survey on fully homomorphic encryption: An engineering perspective

P Martins, L Sousa, A Mariano - ACM Computing Surveys (CSUR), 2017 - dl.acm.org
It is unlikely that a hacker is able to compromise sensitive data that is stored in an encrypted
form. However, when data is to be processed, it has to be decrypted, becoming vulnerable to …

HEAX: An architecture for computing on encrypted data

MS Riazi, K Laine, B Pelton, W Dai - Proceedings of the twenty-fifth …, 2020 - dl.acm.org
With the rapid increase in cloud computing, concerns surrounding data privacy, security, and
confidentiality also have been increased significantly. Not only cloud providers are …

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) …

Privacy preservation for federated learning in health care

S Pati, S Kumar, A Varma, B Edwards, C Lu, L Qu… - Patterns, 2024 - cell.com
Artificial intelligence (AI) shows potential to improve health care by leveraging data to build
models that can inform clinical workflows. However, access to large quantities of diverse …

Poseidon: Practical homomorphic encryption accelerator

Y Yang, H Zhang, S Fan, H Lu… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
With the development of the important solution for privacy computing, the explosion of data
size and computing intensity in Fully Homomorphic Encryption (FHE) has brought enormous …

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

A Al Badawi, B Veeravalli, J Lin, N **ao… - … 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 …

Fpga-based hardware accelerator for leveled ring-lwe fully homomorphic encryption

Y Su, B Yang, C Yang, L Tian - IEEE Access, 2020 - ieeexplore.ieee.org
Fully homomorphic encryption (FHE) allows arbitrary computation on encrypted data and
has great potential in privacy-preserving cloud computing and securely outsource …

Accelerating homomorphic evaluation on reconfigurable hardware

T Pöppelmann, M Naehrig, A Putnam… - … Hardware and Embedded …, 2015 - Springer
Homomorphic encryption allows computation on encrypted data and makes it possible to
securely outsource computational tasks to untrusted environments. However, all proposed …

Designing an FPGA-accelerated homomorphic encryption co-processor

DB Cousins, K Rohloff… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
In this paper we report on our advances designing and implementing an FPGA-based
computation accelerator as part of a Homomorphic Encryption Processing Unit (HEPU) co …