4 papers
Reveree: Diagnosing LLM Reverse-Engineering Agents
Hadjer Benkraouda, Hongyu Cai, Berkay Celik +1
Reverse engineering (RE) is critical to security tasks such as malware analysis and vulnerability discovery, and large language model (LLM) agents are increasingly able to perform…
Words Speak Louder Than Code: Investigating Cognitive Heuristics in LLM-Based Code Vulnerability Detection
Asif Shahriar, Hongyu Cai, Hadjer Benkraouda +2
Researchers and practitioners increasingly apply Large Language Models (LLMs) for automated vulnerability detection. Recent work has shown that LLMs are susceptible to the same cog…
A Progressive Transformer for Unifying Binary Code Embedding and Knowledge Transfer
Hanxiao Lu, Hongyu Cai, Yiming Liang +2
Language model approaches have recently been integrated into binary analysis tasks, such as function similarity detection and function signature recovery. These models typically em…
Rethinking How to Evaluate Language Model Jailbreak
Hongyu Cai, Arjun Arunasalam, Leo Y. Lin +2
Large language models (LLMs) have become increasingly integrated with various applications. To ensure that LLMs do not generate unsafe responses, they are aligned with safeguards t…