[Resource Topic] 2025/791: Analysis of One Privacy-Preserving Electricity Data Classification Scheme Based on CNN Model With Fully Homomorphism

Resource Attacks and cryptanalysis
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Welcome to the resource topic for 2025/791

Title:
Analysis of One Privacy-Preserving Electricity Data Classification Scheme Based on CNN Model With Fully Homomorphism

Authors: Zhengjun Cao, Lihua Liu

Abstract:

We show that the data classification scheme [IEEE Trans. Sustain. Comput., 2023, 8(4), 652-669)] failed to check the compatibility of encoding algorithm and homomorphic encryption algorithm. Some calculations should be revised to ensure all operands are first encoded using the same scaling factors. The canonical embedding map depending on the natural projection should be explicitly arranged so as to construct an efficient decoding algorithm.

ePrint: https://eprint.iacr.org/2025/791

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