Konrad Wrona

5G-Enabled Defence-in-Depth for Multi-domain Operations

2022 · MILCOM 2022 - 2022 IEEE Military Communications Conference (MILCOM)

In many civil and military use cases, 5G can be a segment of a more complex end-to-end solution. In such a configuration, properly using the 5G security mechanisms to achieve defence-in-depth and compliance with zero-trust …

Training Autonomous Cyber Defense Agents: Challenges & Opportunities in Military Networks

2024

This paper addresses the development and training of robust autonomous cyber defense (ACD) agents within military networks. We propose an architecture that integrates a hybrid AI model comprising Multi-Agent Reinforcement Learning (MARL), Large Language Models …