3 papers
cs.CR2026
SysEvolve: An AI-native, safe, autonomous adversarial attack-defense co-evolutionary system
Yuhan Meng, Shaofei Li, Jionghao Huang +8
The rapid advancement of large language models (LLMs) has created a growing asymmetry in cybersecurity, where attack accelerates toward autonomous execution while defense remains p…
cs.CR2026
RangeFactory: Scalable Construction of Multi-Hop Cyber Ranges
Hanlin Jiang, Puyi Wang, Jiandong Jin +10
Real-world cyberattacks often require sustained progress across multiple hosts and network segments, making multi-hop cyber ranges essential infrastructure for studying and improvi…
cs.CR2026
STAIR: Effective Incident Response Using an End-to-End Agentic Planning Framework
Hanlin Jiang, Jionghao Huang, Shaofei Li +6
Incident response planning is critical for restoring compromised software systems after cyberattacks. Common practice relies on expert-driven playbooks that encode fixed response p…