Author

Aritran Piplai

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Preprint Sep 2026

RuleAutoPilot: Synthesizing Deployable Suricata Rules from Network Traffic

Rule-based Intrusion Detection Systems (IDS) such as Suricata are central to network security, yet crafting effective detection rules demands deep expert knowledge and cannot keep pace with emerging threats. Existing LLM-based approaches can reduce analyst effort, but they either rely on curated threat intelligence tha...

Mughees Ur Rehman, Aritran Piplai, Murat Kantarcioglu · 0 citations

#machine learning Preprint Sep 2026

Crossing the Cyber Divide: Sim-to-Sim and Sim-to-Real Transfer for RL Agents

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 developed. This limitation hinders both deployment and fair comparison, as cyber simulators differ substantially in their state representation...

Sabrina Saika, Yi-Nuo Du, Aritran Piplai · 0 citations