Jeff Huang

TraceScope is an interactive, sandboxed triage pipeline that analyzes complex phishing URLs by simulating human interaction and verifying suspicious behavior against a detailed checklist, achieving high detection rates even against advanced, evasive threats.

The paper introduces QuartetFuzz, an autonomous system that systematically ensures the correctness of fuzzing harnesses using a novel Four Principles framework, significantly improving vulnerability discovery and identifying existing harness flaws.

FuzzingBrain V2 is a multi-agent LLM system that significantly improves automated vulnerability discovery by ensuring all reported bugs are fuzzer-reproducible and handling complex cross-function dependencies.