用GAN生成动态密钥，实现高效安全的文本邮件加密。
Secure Text Mail Encryption with Generative Adversarial Networks
- 基于GAN动态生成十进制数，通过模运算加解密字母串。
- 支持高达10^8比特的密钥规模，传输效率优于RSA。
- 适合对安全性要求高、熟悉GAN配置的用户使用。
本文提出一种基于生成对抗网络（GAN）的加密模型，通过动态生成十进制数，利用模运算和简单加法规则对字母字符串进行加密与解密。私有动态密钥以二进制形式对应公开参考密钥，由特定的GAN配置决定。通过定义可逆的双向映射关系，发送方将GAN加密后的公钥与密文一同传输，接收方可完成解密。该方法实现了组件级的文本邮件加解密，总密钥规模可达10^8比特，依赖于随机生成的十进制数。只要用户不了解GAN加密器电路及具体配置，加密内容就难以被破解，其传输效率和安全性优于传统RSA加密。
原文摘要 · Abstract (English)
This work presents an encryption model based on Generative Adversarial Networks (GANs). Encryption of RTF-8 data is realized by dynamically generating decimal numbers that lead to the encryption and decryption of alphabetic strings in integer representation by simple addition rules, the modulus of the dimension of the considered alphabet. The binary numbers for the private dynamic keys correspond to the binary numbers of public reference keys, as defined by a specific GAN configuration. For reversible encryption with a bijective mapping between dynamic and reference keys, as defined by the GAN encryptor, secure text encryption can be achieved by transferring a GAN-encrypted public key along with the encrypted text from a sender to a receiver. Using the technique described above, secure text mail transfer can be realized through component-wise encryption and decryption of text mail strings, with total key sizes of up to $10^{8}$ bits that define random decimal numbers generated by the GAN. From the present model, we assert that encrypted texts can be transmitted more efficiently and securely than from RSA encryption, as long as users of the specific configuration of the GAN encryption model are unaware of the GAN encryptor circuit and configuration, respectively.
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