Graph-driven side-channel attack detection using ai and discrete math
Ganesh Dagadu Puripuriganeshengg@gmail.comDepartment of Computer EngineeringAmrutvahini College of EngineeringSangamner, Maharashtra, 422608, IndiaView full profile → , *Sachin Arun ThanekarCorresponding authorsachin.sangamner@gmail.comDepartment of Computer EngineeringAmrutvahini College of EngineeringSangamner, Maharashtra, 422608, IndiaView full profile → , Deepali Mahesh Gohildmgohil@dypcoeakurdi.ac.inDepartment of Computer EngineeringAkurdiD Y Patil College of EngineeringPune, Maharashtra, 411044, IndiaView full profile → , Rina Suresh Patilrinapatil@gmail.comDepartment of Computer TechnologySanjivani K.B.P. PolytechnicKopargaon, Maharashtra, 423603, IndiaView full profile → , Anuja Gaikwadanujagaikwad29081993@gmail.comDepartment of Computer EngineeringAtharva College of EngineeringNavi Mumbai, Maharashtra, 400095, IndiaView full profile →
* Corresponding author · click or hover a name for details
- Received:
- 07 May 2025
- Published Online:
- 12 Feb 2026
- Article type:
- Research Article
- Language:
- EN
- Article no.:
- JDMSC-2523
- Pages:
- 807–815
Abstract
Keywords
Subject Classifications
References
[1] Y. Ou and L. Li, “Side-channel analysis attacks based on deep learning network,” Frontiers Comput. Sci., vol. 16, pp. 162303 (2022).
[2] G. Perin, L. Wu, and S. Picek, “The need for speed: A fast guessing entropy calculation for deep learning-based SCA,” Algorithms, vol. 16, pp. 127 (2023).
[3] S. S. Dhanda, B. Singh, and P. Jindal, “Demystifying elliptic curve cryptography: Curve selection, implementation and countermeasures to attacks,” Journal of Interdisciplinary Mathematics, vol. 23, no. 2, pp. 463–470 (2020).
[4] Ratnesh Rajan Saxena, “Enumeration technique for set covering problems: a combinatorial approach.” Journal of Interdisciplinary Mathematics 9.2, pp. 421-430 (2006).
[5] Zhao and G. Guo, “An encryption algorithm for user’s sensitive information resources in network database,” Journal of Interdisciplinary Mathematics, vol. 21, no. 5, pp. 1255–1260 (2018).
[6] A. AlSobeh, “OSM: Leveraging model checking for observing dynamic behaviors in aspect-oriented applications,” arXiv preprint, arXiv:2403.01349 (2024).
[7] L. Li and Y. Ou, “A deep learning-based side-channel attack model for different block ciphers,” J. Comput. Sci., vol. 72, pp. 102078 (2023).
[8] Lei Ni, Pengjun Wang, Yuejun Zhang, Huihong Zhang, Xiangyu Li, Li Ni, Jie Lv, and Weifang Zheng, “Profiling side-channel attacks based on CNN model fusion,” Microelectron. J., vol. 139, pp. 105901 (2023).
[9] M. Krček and G. Perin, “Autoencoder-enabled model portability for reducing hyperparameter tuning efforts in side-channel analysis,” J. Cryptogr. Eng., pp. 1–23 (2023).
[10] L. Weissbart, Ł. Chmielewski, S. Picek, and L. Batina, “Systematic side-channel analysis of curve25519 with machine learning,” J. Hardw. Syst. Secur., vol. 4, pp. 314–328 (2020).
[11] R. Ranasinghe, P. Athukorala, and P. Athurugiriya, “A modified ElGamal-like cryptosystem,” J. Discrete Math. Sci. Cryptogr., vol. 28, no. 3, pp. 631–639 (2025).
[12] G. G. Jadhav, P. D. Patil, and V. S. Kumbhar, “Signature verification system using machine learning and image processing,” Int. J. Adv. Comput. Eng. Commun. Technol. (IJACECT), vol. 14, no. 1, pp. 135–143 (Apr. 2025).




