Bolt: Privacy-preserving, accurate and efficient inference for transformers

Q Pang, J Zhu, H Möllering, W Zheng… - … IEEE Symposium on …, 2024 - ieeexplore.ieee.org
The advent of transformers has brought about significant advancements in traditional
machine learning tasks. However, their pervasive deployment has raised concerns about …

Sok: Fully homomorphic encryption accelerators

J Zhang, X Cheng, L Yang, J Hu, X Liu… - ACM Computing …, 2024 - dl.acm.org
Fully Homomorphic Encryption (FHE) is a key technology enabling privacy-preserving
computing. However, the fundamental challenge of FHE is its inefficiency, due primarily to …

FAB: An FPGA-based accelerator for bootstrappable fully homomorphic encryption

R Agrawal, L de Castro, G Yang… - … Symposium on High …, 2023 - ieeexplore.ieee.org
Fully Homomorphic Encryption (FHE) offers protection to private data on third-party cloud
servers by allowing computations on the data in encrypted form. To support general-purpose …

SHARP: A short-word hierarchical accelerator for robust and practical fully homomorphic encryption

J Kim, S Kim, J Choi, J Park, D Kim… - Proceedings of the 50th …, 2023 - dl.acm.org
Fully homomorphic encryption (FHE) is an emerging cryptographic technology that
guarantees the privacy of sensitive user data by enabling direct computations on encrypted …

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) …

FPT: A fixed-point accelerator for torus fully homomorphic encryption

M Van Beirendonck, JP D'Anvers, F Turan… - Proceedings of the …, 2023 - dl.acm.org
Fully Homomorphic Encryption (FHE) is a technique that allows computation on encrypted
data. It has the potential to drastically change privacy considerations in the cloud, but high …

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 …

Gme: Gpu-based microarchitectural extensions to accelerate homomorphic encryption

K Shivdikar, Y Bao, R Agrawal, M Shen… - Proceedings of the 56th …, 2023 - dl.acm.org
Fully Homomorphic Encryption (FHE) enables the processing of encrypted data without
decrypting it. FHE has garnered significant attention over the past decade as it supports …

A tensor compiler with automatic data packing for simple and efficient fully homomorphic encryption

A Krastev, N Samardzic, S Langowski… - Proceedings of the …, 2024 - dl.acm.org
Fully Homomorphic Encryption (FHE) enables computing on encrypted data, letting clients
securely offload computation to untrusted servers. While enticing, FHE has two key …

HE-Booster: an efficient polynomial arithmetic acceleration on GPUs for fully homomorphic encryption

Z Wang, P Li, R Hou, Z Li, J Cao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Fully Homomorphic Encryption (FHE) enables secure offloading of computations to
untrusted cloud servers as it allows computing on encrypted data. However, existing well …