4 papers
A MARL-based Approach for Easing MAS Organization Engineering
Julien Soulé, Jean-Paul Jamont, Michel Occello +2
Multi-Agent Systems (MAS) have been successfully applied in industry for their ability to address complex, distributed problems, especially in IoT-based systems. Their efficiency i…
Towards a Multi-Agent Simulation of Cyber-attackers and Cyber-defenders Battles
Julien Soulé, Jean-Paul Jamont, Michel Occello +2
As cyber-attacks show to be more and more complex and coordinated, cyber-defenders strategy through multi-agent approaches could be key to tackle against cyber-attacks as close as…
Streamlining Resilient Kubernetes Autoscaling with Multi-Agent Systems via an Automated Online Design Framework
Julien Soulé, Jean-Paul Jamont, Michel Occello +2
In cloud-native systems, Kubernetes clusters with interdependent services often face challenges to their operational resilience due to poor workload management issues such as resou…
An Organizationally-Oriented Approach to Enhancing Explainability and Control in Multi-Agent Reinforcement Learning
Julien Soulé, Jean-Paul Jamont, Michel Occello +2
Multi-Agent Reinforcement Learning can lead to the development of collaborative agent behaviors that show similarities with organizational concepts. Pushing forward this perspectiv…