A research on applications of neural network-based cryptography
Yuheng Liang · Applied and Computational Engineering · 2023
With the rapid development of neural networks, they have been integrated into more and more fields, and cryptography is no exception. Research on the combination of neural networks and cryptography is developing rapidly, and numerous scholars have made significant progress in these fields. Neural network-based cryptography is a complex system that deserves an in-depth study. This paper will first introduce the foundation types of neural networks, some of the other types of neural network , and cryptographic techniques. Immediately after, this paper will introduce the scheme of Generative Adversarial Neural Networks (GANs) generating cryptography and the scheme of combining GANs and Convolutional Neural Networks (CNNs) generating cryptography and analyze their differences and advantage and disadvantages. This paper will then introduce the application of neural networks in blockchain, key exchange technology, and the combination of neural networks and Advanced Encryption Standard (AES). As well as at the end of this paper will show some views of combining neural networks and cryptography in the future.