4 papers
Feedback-Driven Execution for LLM-Based Binary Analysis
XiangRui Zhang, Qiang Li, Haining Wang
Binary analysis increasingly relies on large language models (LLMs) to perform semantic reasoning over complex program behaviors. However, existing approaches largely adopt a one-p…
Implicit Patterns in LLM-Based Binary Analysis
Qiang Li, XiangRui Zhang, Haining Wang
Binary vulnerability analysis is increasingly performed by LLM-based agents in an iterative, multi-pass manner, with the model as the core decision-maker. However, how such systems…
LLMs as Firmware Experts: A Runtime-Grown Tree-of-Agents Framework
Xiangrui Zhang, Zeyu Chen, Haining Wang +1
Large Language Models (LLMs) and their agent systems have recently demonstrated strong potential in automating code reasoning and vulnerability detection. However, when applied to…
An Analysis of Malicious Packages in Open-Source Software in the Wild
Xiaoyan Zhou, Ying Zhang, Wenjia Niu +3
The open-source software (OSS) ecosystem suffers from security threats caused by malware.However, OSS malware research has three limitations: a lack of high-quality datasets, a lac…