2 papers
cs.SE2026
AEGIS: From Clues to Verdicts -- Graph-Guided Deep Vulnerability Reasoning via Dialectics and Meta-Auditing
Sen Fang, Weiyuan Ding, Zhezhen Cao +2
Large Language Models (LLMs) are increasingly adopted for vulnerability detection, yet their reasoning remains fundamentally unsound. We identify a root cause shared by both major…
cs.SE2024
Large Language Models Based JSON Parser Fuzzing for Bug Discovery and Behavioral Analysis
Zhiyuan Zhong, Zhezhen Cao, Zhanwei Zhang
Fuzzing has been incredibly successful in uncovering bugs and vulnerabilities across diverse software systems. JSON parsers play a vital role in modern software development, and en…