2 papers
cs.CR2026
Synthesizing Multi-Agent Harnesses for Vulnerability Discovery
Hanzhi Liu, Chaofan Shou, Xiaonan Liu +4
LLM agents have begun to find real security vulnerabilities that human auditors and automated fuzzers missed for decades, in source-available targets where the analyst can build an…
cs.CR2026
KryptoPilot: An Open-World Knowledge-Augmented LLM Agent for Automated Cryptographic Exploitation
Xiaonan Liu, Zhihao Li, Xiao Lan +3
Capture-the-Flag (CTF) competitions play a central role in modern cybersecurity as a platform for training practitioners and evaluating offensive and defensive techniques derived f…