Jiongjiong Ren

Frontiers Comput. Sci., April, 2026

BPF-GNN: A Multi-Granularity Feature Extraction Model Using Graph Neural Networks for Encrypted Traffic Classification.

[BibT_eX]

[DOI]

IEEE Trans. Netw. Serv. Manag., 2026

Enhanced Related-Key Differential Neural Distinguishers With Data-Driven Insights: Breakthroughs in the Standard Ciphers.

[BibT_eX]

[DOI]

Ruitao Su

IEEE Internet Things J., 2026

A Highly Efficient Neural Distinguisher Framework for IoT-Friendly Lightweight SPN Block Ciphers.

[BibT_eX]

[DOI]

IEICE Trans. Inf. Syst., 2026

2025

Improved machine learning-aided linear cryptanalysis: application to DES.

[BibT_eX]

[DOI]

Cybersecur., December, 2025

Further observations on the security of Speck32-like ciphers using machine learning.

[BibT_eX]

[DOI]

PeerJ Comput. Sci., 2025

Machine learning-aided differential-linear attacks with applications to Des and Speck32/64.

[BibT_eX]

[DOI]

Ze-zhou Hou

Shao-zhen Chen

J. King Saud Univ. Comput. Inf. Sci., 2025

2024

Improved deep learning aided key recovery framework: applications to large-state block ciphers.

[BibT_eX]

[DOI]

Xiaowei Li

Frontiers Inf. Technol. Electron. Eng., October, 2024

Related-Tweakey Boomerang and Rectangle Attacks on Reduced-Round Joltik-BC.

[BibT_eX]

[DOI]

Kangkang Shi

Proceedings of the Information Security Practice and Experience, 2024

2023

A deep learning aided differential distinguisher improvement framework with more lightweight and universality.

[BibT_eX]

[DOI]

Jiashuo Liu

Cybersecur., December, 2023

Practical Attacks of Round-Reduced SIMON Based on Deep Learning.

[BibT_eX]

[DOI]

Comput. J., October, 2023

Improved neural distinguishers with multi-round and multi-splicing construction.

[BibT_eX]

[DOI]

J. Inf. Secur. Appl., May, 2023

2022

Effective Network Parameter Reduction Schemes for Neural Distinguisher.

[BibT_eX]

[DOI]

Jiashuo Liu

IACR Cryptol. ePrint Arch., 2022

2021

Improve Neural Distinguisher for Cryptanalysis.

[BibT_eX]

[DOI]

IACR Cryptol. ePrint Arch., 2021

Cryptanalysis of Round-Reduced SIMON32 Based on Deep Learning.

[BibT_eX]

[DOI]

IACR Cryptol. ePrint Arch., 2021

2019

Cryptanalysis of Reduced-Round SPECK.

[BibT_eX]

[DOI]

IEEE Access, 2019

Improved Integral Attack on Reduced-Round Simeck.

[BibT_eX]

[DOI]

Hang Li