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- W4226198382 abstract "Recent years have seen an increasing involvement of Deep Learning in the cryptanalysis of various ciphers. The present study is inspired by past works on differential distinguishers, to develop a Deep Neural Network-based differential distinguisher for round reduced lightweight block ciphers PRESENT and Simeck. We make improvements in the state-of-the-art approach and extend its use to the two structurally different block ciphers, PRESENT-80 and Simeck64/128. The obtained results suggest the universality of our cryptanalysis method. The proposed method can distinguish random data from the cipher data obtained until 6 rounds of PRESENT and 7 rounds of Simeck encryption with high accuracy. In addition to this, we explore a new approach to select good input differentials, which to the best of our knowledge has not been explored in the past. We also provide a minimum-security requirement for the discussed ciphers against our differential attack." @default.
- W4226198382 created "2022-05-05" @default.
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- W4226198382 date "2021-12-09" @default.
- W4226198382 modified "2023-09-23" @default.
- W4226198382 title "Deep Learning based Differential Distinguisher for Lightweight Block Ciphers" @default.
- W4226198382 hasPublicationYear "2021" @default.
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