no code implementations • 3 Nov 2021 • John Mern, Kyle Hatch, Ryan Silva, Cameron Hickert, Tamim Sookoor, Mykel J. Kochenderfer
The proposed deep reinforcement learning approach outperforms a fully automated playbook method in simulation, taking less disruptive actions while also defending more nodes on the network.
no code implementations • 9 Jun 2021 • John Mern, Kyle Hatch, Ryan Silva, Jeff Brush, Mykel J. Kochenderfer
Defending computer networks from cyber attack requires coordinating actions across multiple nodes based on imperfect indicators of compromise while minimizing disruptions to network operations.