Improving deep learning-based neural distinguisher with multiple ciphertext pairs for speck and Simon

Abstract The neural network-based differential distinguisher has attracted significant interest from researchers due to its high efficiency in cryptanalysis since its introduction by Gohr in 2019. However, the accuracy of existing neural distinguishers remains limited for high-round-reduced cryptosy...

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发表在:Scientific Reports
Main Authors: Yufei Hou, Jie Liu, Shouxu Han, Zhongjun Ma, Xi Ye, Xuan Nie
格式: 文件
语言:英语
出版: Nature Portfolio 2025-04-01
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在线阅读:https://doi.org/10.1038/s41598-025-98251-1