2 citations · 2 across the 8 of their papers we have counts for
8 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…
Tactics, Techniques, and Procedures (TTPs) in Interpreted Malware: A Zero-Shot Generation with Large Language Models
Ying Zhang, Xiaoyan Zhou, Hui Wen +4
Nowadays, the open-source software (OSS) ecosystem suffers from security threats of software supply chain (SSC) attacks. Interpreted OSS malware plays a vital role in SSC attacks,…
AutoFirm: Automatically Identifying Reused Libraries inside IoT Firmware at Large-Scale
YongLe Chen, Feng Ma, Ying Zhang +3
The Internet of Things (IoT) has become indispensable to our daily lives and work. Unfortunately, developers often reuse software libraries in the IoT firmware, leading to a major…
Obfuscating IoT Device Scanning Activity via Adversarial Example Generation
Haocong Li, Yaxin Zhang, Long Cheng +3
Nowadays, attackers target Internet of Things (IoT) devices for security exploitation, and search engines for devices and services compromise user privacy, including IP addresses,…
A Large-scale Fine-grained Analysis of Packages in Open-Source Software Ecosystems
Xiaoyan Zhou, Feiran Liang, Zhaojie Xie +5
Package managers such as NPM, Maven, and PyPI play a pivotal role in open-source software (OSS) ecosystems, streamlining the distribution and management of various freely available…
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…