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Privacy-preserving nearest prototype classifier

delete2026-01-10
delete0
PRE
AI
R
Ronny Schubert
T
Thomas Davies
M
Mandy Lange-Geisler
K
Klaus Dohmen
T
Thomas Villmann
DOI：10.1016/j.neucom.2026.132673delete
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摘要

摘要

En 中文
• 轻量级NPC模型可以使用全同态加密在加密空间中进行训练。 • 由于密文-密文乘法中存在大型加密矩阵，TFHE不是LVQ最适合的加密方案。 • 在整数环上学习基于距离的模型需要谨慎处理，因为存在环绕问题。 • 在四舍五入到小整数范围的数集上使用整数进行学习，可以达到出人意料的高精度。

期刊

Neurocomputing 封面图
Neurocomputing
IF:
6.5
论文数:
2.5W
被引数:
6.5W

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