2 papers
cs.CR2026
Crossing the Cyber Divide: Sim-to-Sim and Sim-to-Real Transfer for RL Agents
Sabrina Saika, Yinuo Du, Aritran Piplai
Cyber attack agents are typically trained and evaluated within a single simulator, making it unclear whether learned policies transfer beyond the environments in which they were de…
cs.CR2025
Adapting Under Fire: Multi-Agent Reinforcement Learning for Adversarial Drift in Network Security
Emilia Rivas, Sabrina Saika, Ahtesham Bakht +3
Evolving attacks are a critical challenge for the long-term success of Network Intrusion Detection Systems (NIDS). The rise of these changing patterns has exposed the limitations o…