Crown Jewels Analysis using Reinforcement Learning with Attack Graphs

no code implementations • 20 Aug 2021 • Rohit Gangupantulu, Tyler Cody, Abdul Rahman, Christopher Redino, Ryan Clark, Paul Park

Cyber attacks pose existential threats to nations and enterprises.

reinforcement-learning Reinforcement Learning (RL)

Using Cyber Terrain in Reinforcement Learning for Penetration Testing

no code implementations • 16 Aug 2021 • Rohit Gangupantulu, Tyler Cody, Paul Park, Abdul Rahman, Logan Eisenbeiser, Dan Radke, Ryan Clark

Reinforcement learning (RL) has been applied to attack graphs for penetration testing, however, trained agents do not reflect reality because the attack graphs lack operational nuances typically captured within the intelligence preparation of the battlefield (IPB) that include notions of (cyber) terrain.

reinforcement-learning Reinforcement Learning (RL)