2 papers
cs.CR2026
DUPIN: Attack Learning Is Still Needed! Demonstrating Few-Shot after Unsupervised Pretraining Is A Nimble Forensics Learner
Chanwoo Bae, Hailun Ding, Shiqing Ma +1
We propose a novel approach to learning-based attack forensics called DUPIN. DUPIN performs unsupervised pre-training on an enormous amount of audit events in the form of provenanc…
cs.SE2026
SpecOps: A Fully Automated AI Agent Testing Framework in Real-World GUI Environments
Syed Yusuf Ahmed, Shiwei Feng, Chanwoo Bae +1
Autonomous AI agents powered by large language models (LLMs) are increasingly deployed in real-world applications, where reliable and robust behavior is critical. However, existing…