The research on a novel paradigm of quantum-resistant encryption based on large models

A traditional RSA encryption with the quantum computing threat facing it is now a sword of Damocles hanging over the security of modern information systems, which has long been a threat to the RSA algorithm and the entire modern information security system. In the context of the ongoing quantum cryptography and security needs as well as the rapid development of artificial intelligence large models, a new encryption theory system is proposed . The data and information are defined as the plaintext, the encryption process is the decryption, and the parameters are the keys (including the training data format, process parameters, as well as the initial parameters are all secret keys), the parameters of the encrypted model are the keys, the encrypted model is the decryption, and it is obtained by the specific public key. This encryption system’s security mainly relies on the unbreakable information theory of the traditional attention mechanism QKV, the high-dimensional space distributed storage (tied by leaves), and the anti-irreversibility characteristics of the probability decryption. Analysis indicates that the new encryption method does not depend on traditional mathematical problems, and it can resist quantum computing attacks, and it can provide a new research direction and theoretical basis reference for the future quantum cryptography and security.