Juha Röning

Impacts of Data Synthesis: A Metric for Quantifiable Data Standards and Performances

2022 · Data

Clinical data analysis could lead to breakthroughs. However, clinical data contain sensitive information about participants that could be utilized for unethical activities, such as blackmailing, identity theft, mass surveillance, or social engineering. Data anonymization is …

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 …