Soumya Mazumdar

RES-DARE: Failure-Aware Expert Adaptation and Rollback-Safe Self-Repair for Intrusion Detection

Rahil Aftab, Anyash Prasad, Soumya Mazumdar, Vineet Kumar Rakesh, Tapas Samanta

Intrusion detection systems are often trained under static benchmark conditions, although deployed network environments are affected by traffic drift, sensor noise, changing workloads, and evolving attack behaviour. Under such distribution shifts, static detectors may produce con…Read more