2 papers
cs.CR2026
BRFID: Toward Byzantine-Robust Federated Intrusion Detection
Asmah Muallem, Firdous Kausar, Sajid Hussain +1
Flipping 60\% of training labels from a single Byzantine client using label-flipping model poisoning self-degrades an attacker's own federated detection accuracy, (at no…
cs.CR2026
A Hybrid Insider Threat Detection Framework Combining Multi-Agent Simulation, Layered SIEM Correlation, and Theory-of-Mind Reasoning
Firdous Kausar, Asmah Muallem, Naw Safrin Sattar +1
This paper presents a hybrid insider threat detection framework for enterprise environments, integrating multi-agent simulation, layered SIEM correlation, trust-adaptive thresholds…