3 papers
cs.LG2025
Resilient Peer-to-peer Learning based on Adaptive Aggregation
Chandreyee Bhowmick, Xenofon Koutsoukos
Collaborative learning in peer-to-peer networks offers the benefits of distributed learning while mitigating the risks associated with single points of failure inherent in centrali…
cs.LG2024
Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents
Ankita Samaddar, Nicholas Potteiger, Xenofon Koutsoukos
Autonomous agents for cyber applications take advantage of modern defense techniques by adopting intelligent agents with conventional and learning-enabled components. These intelli…
cs.AI2024
Designing Robust Cyber-Defense Agents with Evolving Behavior Trees
Nicholas Potteiger, Ankita Samaddar, Hunter Bergstrom +1
Modern network defense can benefit from the use of autonomous systems, offloading tedious and time-consuming work to agents with standard and learning-enabled components. These age…