Homomorphic encryption for machine learning in medicine and bioinformatics

A Wood, K Najarian, D Kahrobaei - ACM Computing Surveys (CSUR), 2020 - dl.acm.org
Machine learning and statistical techniques are powerful tools for analyzing large amounts
of medical and genomic data. On the other hand, ethical concerns and privacy regulations …

Comparison of encrypted control approaches and tutorial on dynamic systems using learning with errors-based homomorphic encryption

J Kim, D Kim, Y Song, H Shim, H Sandberg… - Annual Reviews in …, 2022 - Elsevier
Encrypted control has been introduced to protect controller data by encryption at the stage of
computation and communication, by performing the computation directly on encrypted data …

FINAL: faster FHE instantiated with NTRU and LWE

C Bonte, I Iliashenko, J Park, HVL Pereira… - … Conference on the …, 2022 - Springer
The NTRU problem is a promising candidate to build efficient Fully Homomorphic Encryption
(FHE). However, all the existing proposals (eg LTV, YASHE) need so-called 'overstretched' …

Compressible FHE with applications to PIR

C Gentry, S Halevi - Theory of Cryptography Conference, 2019 - Springer
Homomorphic encryption (HE) is often viewed as impractical, both in communication and
computation. Here we provide an additively homomorphic encryption scheme based on …

NTRU fatigue: how stretched is overstretched?

L Ducas, W van Woerden - … 2021: 27th International Conference on the …, 2021 - Springer
Until recently lattice reduction attacks on NTRU lattices were thought to behave similar as on
(ring-) LWE lattices with the same parameters. However several works (Albrecht-Bai-Ducas …

FDFB: full domain functional bootstrapping towards practical fully homomorphic encryption

K Kluczniak, L Schild - arXiv preprint arXiv:2109.02731, 2021 - arxiv.org
Computation on ciphertexts of all known fully homomorphic encryption (FHE) schemes
induces some noise, which, if too large, will destroy the plaintext. Therefore, the …

Fast blind rotation for bootstrapping FHEs

B Xiang, J Zhang, Y Deng, Y Dai, D Feng - Annual International …, 2023 - Springer
Blind rotation is one of the key techniques to construct fully homomorphic encryptions with
the best known bootstrapping algorithms running in less than one second. Currently, the two …

Secure decentralized image classification with multiparty homomorphic encryption

G Xu, G Li, S Guo, T Zhang, H Li - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Decentralized image classification plays a key role in various scenarios due to its attractive
properties, including tolerating high network latency and less prone to single-point failures …

Compact lattice gadget and its applications to hash-and-sign signatures

Y Yu, H Jia, X Wang - Annual International Cryptology Conference, 2023 - Springer
Lattice gadgets and the associated algorithms are the essential building blocks of lattice-
based cryptography. In the past decade, they have been applied to build versatile and …

NTRU-v-um: secure fully homomorphic encryption from NTRU with small modulus

K Kluczniak - Proceedings of the 2022 ACM SIGSAC conference on …, 2022 - dl.acm.org
NTRUEncrypt is one of the first lattice-based encryption schemes. Furthermore, the earliest
fully homomorphic encryption (FHE) schemes rely on the NTRU problem. Currently, NTRU is …