Designing In-Storage Computing for Low Latency and High Throughput Homomorphic Encrypted Execution

T Suzuki, H Yamana - … IEEE 8th International Conference on Big …, 2023 - ieeexplore.ieee.org
Data providers are concerned about data privacy when a third party handles their data. A
typical example is cloud computing. In such cases, homomorphic encryption can be used to …

Hybrid CUDA Unified Memory Management in Fully Homomorphic Encryption Workloads

J Choi, J Lee, S Jung, H Yeom - 2023 IEEE 30th International …, 2023 - ieeexplore.ieee.org
Fully homomorphic encryption (FHE) can utilize GPUs to accelerate arbitrary operations
directly on encrypted data without decryption. Functions like bootstrapping which refresh …

FPGA-based high-performance parallel architecture for homomorphic computing on encrypted data

SS Roy, F Turan, K Jarvinen… - … symposium on high …, 2019 - ieeexplore.ieee.org
Homomorphic encryption is a tool that enables computation on encrypted data and thus has
applications in privacy-preserving cloud computing. Though conceptually amazing …

[图书][B] An approach for designing secure and high performance cloud systems

K Gai - 2017 - search.proquest.com
Recent expansions of cloud computing have been growing at a phenomenal rate. Security
and privacy issues have become a considerable issue while the applications of big data are …

Performance Comparison of Homomorphic Encrypted Convolutional Neural Network Inference Among HElib, Microsoft SEAL and OpenFHE

H Zhu, T Suzuki, H Yamana - 2023 IEEE Asia-Pacific …, 2023 - ieeexplore.ieee.org
Homomorphic encryption (HE) offers a promising solution for maintaining data privacy even
during calculation, as it allows for the evaluation of ciphertexts. Several HE libraries have …

TurboHE: Accelerating Fully Homomorphic Encryption Using FPGA Clusters

H Liao, MA Elmohr, X Dong, Y Qian… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
With the burgeoning demands for cloud computing in various fields followed by the rising
attention to sensitive data exposure, Fully Homomorphic Encryption (FHE) is gaining …

FPGA accelerator for homomorphic encrypted sparse convolutional neural network inference

Y Yang, SR Kuppannagari, R Kannan… - 2022 IEEE 30th …, 2022 - ieeexplore.ieee.org
Homomorphic Encryption (HE) is a promising solution to the increasing concerns of privacy
in machine learning. But HE-based CNN inference remains impractically slow. Pruning can …

A Multi-Stage Partial Homomorphic Encryption Scheme for Secure Data Processing in Cloud Computing

CR Rajesh, PS Harshini, N Tejashwini… - … Conference on Edge …, 2023 - ieeexplore.ieee.org
Cloud computing has emerged as a prominent paradigm for the efficient storage and
processing of large volumes of data. However, the security of sensitive information remains …

Evaluating Homomorphic Operations on a Real-World Processing-In-Memory System

H Gupta, M Kabra, J Gómez-Luna… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
Computing on encrypted data is a promising approach to reduce data security and privacy
risks, with homomorphic encryption serving as a facilitator in achieving this goal. In this work …

Securing the cloud with reconfigurable computing: An FPGA accelerator for homomorphic encryption

A Cilardo, D Argenziano - 2016 Design, Automation & Test in …, 2016 - ieeexplore.ieee.org
A hot topic in current cloud security research, homomorphic encryption is a recently
introduced technique allowing computation to take place on encrypted data. This work …