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Optimizing Bootstrapping and Evaluating Large FHE Gates in the LWE-Based GSW-FHE
Lecture Notes in Computer Science, 2021Fully homomorphic encryption (FHE) allows us to perform computations directly over encrypted data and can be widely used in some highly regulated industries. Gentry’s bootstrapping procedure is used to refresh noisy ciphertexts and is the only way to achieve the goal of FHE up to now.
Anyu Wang, Wang Anyu
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2023 IEEE 16th Dallas Circuits and Systems Conference (DCAS), 2023
Banafsheh Saber Latibari +2 more
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Banafsheh Saber Latibari +2 more
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Improving the Efficiency of SVM Classification With FHE
IEEE Transactions on Information Forensics and Security, 2020In an ever more data-centric economy, machine learning models have risen in importance. With the large amounts of data companies collect, they are able to develop highly accurate models to predict the behaviours of their customers. It is thus important to safeguard the data used to build these models to prevent competitors from mimicking their services.
Jean-Claude Bajard +3 more
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Compressible FHE with Applications to PIR
2019Homomorphic encryption (HE) is often viewed as impractical, both in communication and computation. Here we provide an additively homomorphic encryption scheme based on (ring) LWE with nearly optimal rate (\(1-\epsilon \) for any \(\epsilon >0\)). Moreover, we describe how to compress many Gentry-Sahai-Waters (GSW) ciphertexts (e.g., ciphertexts that ...
Craig Gentry, Shai Halevi
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An Efficient Leveled Identity-Based FHE
2015Gentry, Sahai and Waters constructed the first identity-based fully homomorphic encryption schemes from identity-based encryption schemes in CRYPTO 2013. In this work, we focus on improving their IBFHE schemes, using Micciancio and Peikert’s novel and powerful trapdoor in conjunction with Alperin-Sheriff and Peikert’s simple and tight noise analysis ...
Fuqun Wang +2 more
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Faster Bootstrapping of FHE over the Integers
2020In FHE over the integers, decryption function is simplified by sparse subset subset sum problem (SSSP) assumption, which is introduced by Dijk et al. (Eurocrypt 2010), so that bootstrapping can be achieved successfully. Later, Nuida and Kurowasa (Eurocrypt 2015) proposed an advanced method of which the degree is very low and the message space is non ...
Jung Hee Cheon +2 more
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Proceedings of the 6th Workshop on Encrypted Computing & Applied Homomorphic Cryptography - WAHC '18, 2018
We describe our recent experience, building a system that uses fully-homomorphic encryption (FHE) to approximate the coefficients of a logistic-regression model, built from genomic data. The aim of this project was to examine the feasibility of a solution that operates "deep within the bootstrapping regime,'' solving a problem that appears too hard to ...
Jack L. H. Crawford +4 more
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We describe our recent experience, building a system that uses fully-homomorphic encryption (FHE) to approximate the coefficients of a logistic-regression model, built from genomic data. The aim of this project was to examine the feasibility of a solution that operates "deep within the bootstrapping regime,'' solving a problem that appears too hard to ...
Jack L. H. Crawford +4 more
openaire +2 more sources

