On the concrete hardness of learning with errors

MR Albrecht, R Player, S Scott - Journal of Mathematical Cryptology, 2015 - degruyter.com
The learning with errors (LWE) problem has become a central building block of modern
cryptographic constructions. This work collects and presents hardness results for concrete …

Privacy-preserving machine learning with fully homomorphic encryption for deep neural network

JW Lee, HC Kang, Y Lee, W Choi, J Eom… - iEEE …, 2022 - ieeexplore.ieee.org
Fully homomorphic encryption (FHE) is a prospective tool for privacy-preserving machine
learning (PPML). Several PPML models have been proposed based on various FHE …

Survey on fully homomorphic encryption, theory, and applications

C Marcolla, V Sucasas, M Manzano… - Proceedings of the …, 2022 - ieeexplore.ieee.org
Data privacy concerns are increasing significantly in the context of the Internet of Things,
cloud services, edge computing, artificial intelligence applications, and other applications …

A brief survey on encrypted control: From the first to the second generation and beyond

N Schlüter, P Binfet, MS Darup - Annual Reviews in Control, 2023 - Elsevier
This article provides a comprehensive and illustrative presentation of the young field of
encrypted control. In particular, we survey the evolution of encrypted controllers from their …

Bts: An accelerator for bootstrappable fully homomorphic encryption

S Kim, J Kim, MJ Kim, W Jung, J Kim, M Rhu… - Proceedings of the 49th …, 2022 - dl.acm.org
Homomorphic encryption (HE) enables the secure offloading of computations to the cloud by
providing computation on encrypted data (ciphertexts). HE is based on noisy encryption …

Low-complexity deep convolutional neural networks on fully homomorphic encryption using multiplexed parallel convolutions

E Lee, JW Lee, J Lee, YS Kim, Y Kim… - International …, 2022 - proceedings.mlr.press
Recently, the standard ResNet-20 network was successfully implemented on the fully
homomorphic encryption scheme, residue number system variant Cheon-Kim-Kim-Song …

Efficient bootstrap** for approximate homomorphic encryption with non-sparse keys

JP Bossuat, C Mouchet, J Troncoso-Pastoriza… - … Conference on the …, 2021 - Springer
We present a bootstrap** procedure for the full-RNS variant of the approximate
homomorphic-encryption scheme of Cheon et al., CKKS (Asiacrypt 17, SAC 18). Compared …

Salsa: Attacking lattice cryptography with transformers

E Wenger, M Chen, F Charton… - Advances in Neural …, 2022 - proceedings.neurips.cc
Currently deployed public-key cryptosystems will be vulnerable to attacks by full-scale
quantum computers. Consequently," quantum resistant" cryptosystems are in high demand …

Efficient FHEW bootstrap** with small evaluation keys, and applications to threshold homomorphic encryption

Y Lee, D Micciancio, A Kim, R Choi, M Deryabin… - … Conference on the …, 2023 - Springer
There are two competing approaches to bootstrap the FHEW fully homomorphic encryption
scheme (Ducas and Micciancio, Eurocrypt 2015) and its variants: the original AP/FHEW …

Security guidelines for implementing homomorphic encryption

JP Bossuat, R Cammarota, I Chillotti… - Cryptology ePrint …, 2024 - eprint.iacr.org
Abstract Fully Homomorphic Encryption (FHE) is a cryptographic primitive that allows
performing arbitrary operations on encrypted data. Since the conception of the idea in …