System, Apparatus, and Method to Generate Decoy Honeypots by Using Generated Adversarial Networks
卷宗概要
申请人
The United States of America as represented by the Secretary of the Navy
发明人
Mark Bilinski; Ryan Christopher Gabrys; Daniel Silva; Braulio Ivan Coronado
IPC 分类
CPC 分类
A system, apparatus, and method to generate decoy honeypots by using generated adversarial networks. In some embodiments, a method for generating decoy honeypots, the steps comprising identifying a plurality of network device configurations on a network; instantiating a generative adversarial network comprising architecture properties; generating a plurality of decoy honeypots with the generative adversarial network, wherein the plurality of decoy honeypots imitate the plurality of network device configurations to deceive malicious actors, and wherein the generative adversarial network optimizes a distribution of the plurality of decoy honeypots according to a precision distribution and a recall distribution; activating the plurality of decoy honeypots to the network; and dynamically evolving the plurality of decoy honeypots towards one or more preferences of a network attacker.
原文(中文)
A system, apparatus, and method to generate decoy honeypots by using generated adversarial networks. In some embodiments, a method for generating decoy honeypots, the steps comprising identifying a plurality of network device configurations on a network; instantiating a generative adversarial network comprising architecture properties; generating a plurality of decoy honeypots with the generative adversarial network, wherein the plurality of decoy honeypots imitate the plurality of network device configurations to deceive malicious actors, and wherein the generative adversarial network optimizes a distribution of the plurality of decoy honeypots according to a precision distribution and a recall distribution; activating the plurality of decoy honeypots to the network; and dynamically evolving the plurality of decoy honeypots towards one or more preferences of a network attacker.