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Enhancing Medical Data Privacy: Neural Network Inference with Fully Homomorphic Encryption
Journal of Electrical Engineering and ComputerProtecting the privacy of medical data while enabling sophisticated data analysis is a critical challenge in modern healthcare. Fully Homomorphic Encryption (FHE) emerges as a powerful solution, enabling computations to be performed directly on encrypted
Maulyanda Maulyanda +2 more
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Secure Genomic String Search with Parallel Homomorphic Encryption
InformationFully homomorphic encryption (FHE) cryptographic systems enable limitless computations over encrypted data, providing solutions to many of today’s data security problems. While effective FHE platforms can address modern data security concerns in unsecure
Md Momin Al Aziz +2 more
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LP-HENN: fully homomorphic encryption accelerator with high energy efficiency
CybersecurityFully homomorphic encryption (FHE) enables direct computation on encrypted data without decryption, ensuring data privacy in cloud computing scenarios and preventing the leakage of sensitive information.
Zhuoyu Tian +6 more
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CryptographyWe propose a new framework for compile-time ciphertext synthesis in fully homomorphic encryption (FHE) systems. Instead of invoking encryption algorithms at runtime, our method synthesizes ciphertexts from precomputed encrypted basis vectors using only ...
Dongfang Zhao
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Quantum FHE (Almost) As Secure As Classical
, 2018 Fully homomorphic encryption schemes (FHE) allow to apply arbitrary efficient computation to encrypted data without decrypting it first. In Quantum FHE (QFHE) we may want to apply an arbitrary quantumly efficient computation to (classical or quantum) encrypted data.
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Toxicology Reports, 2018 The present study investigated the safety of a saponin-rich standardized extract of fenugreek seeds (FenuSMART®; FHE), that has been clinically shown to be effective in ameliorating the postmenopausal discomforts and establishing hormonal balance.
D. Sureshkumar +4 more
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On Monday, July 14th 2025, I hosted a mini-workshop on homomorphic encryption at Google's Portland, Oregon office. Though Portland is a small city, it's becoming a hub for homomorphic encryption. Intel and Google both have a presence here, as well as the hardware startup Niobium, and a few individuals from other companies who happen to be based here.
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A survey of optimization techniques for bootstrapping algorithms in FHE
CybersecurityFully Homomorphic Encryption (FHE) enables arbitrary computation on encrypted data without decryption, making it a cornerstone of privacy-preserving outsourcing, such as cloud computing.
Tianyu Li +7 more
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IEEE AccessConvolutional neural network (CNN) inference using fully homomorphic encryption (FHE) is a promising private inference (PI) solution due to the capability of FHE that enables offloading the whole computation process to the server while protecting the ...
Donghwan Kim +4 more
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Towards GPU Accelerated FHE Computations
2024 IEEE International Conference on Cyber Security and Resilience (CSR)Fully homomorphic encryption (FHE) enables processing encrypted data without revealing sensitive information, making it applicable in fields like healthcare, finance, and legal. Despite its benefits, FHE has high computational complexity and performance overhead.
Papadakis, Orion +6 more
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