Deep PackGen: A Deep Reinforcement Learning Framework for Adversarial Network Packet Generation

no code implementations • 18 May 2023 • Soumyadeep Hore, Jalal Ghadermazi, Diwas Paudel, Ankit Shah, Tapas K. Das, Nathaniel D. Bastian

The knowledge gained from our study on the adversary's ability to make specific evasive perturbations to different types of malicious packets can help defenders enhance the robustness of their NIDS against evolving adversarial attacks.

Network Intrusion Detection reinforcement-learning

Deep VULMAN: A Deep Reinforcement Learning-Enabled Cyber Vulnerability Management Framework

no code implementations • 3 Aug 2022 • Soumyadeep Hore, Ankit Shah, Nathaniel D. Bastian

The current approaches are deterministic and one-time decision-making methods, which do not consider future uncertainties when prioritizing and selecting vulnerabilities for mitigation.

Decision Making Management +2