4 papers
Touch to Pair: Secure and Usable IoT Pairing without Information Loss
Chuxiong Wu, Xiaopeng Li, Lannan Luo +1
Secure pairing is essential for trustworthy deployment and operation of Internet of Things (IoT) devices. However, traditional pairing methods are unsuitable due to the lack of use…
FlowMalTrans: Unsupervised Binary Code Translation for Malware Detection Using Flow-Adapter Architecture
Minghao Hu, Junzhe Wang, Weisen Zhao +2
Applying deep learning to malware detection has drawn great attention due to its notable performance. With the increasing prevalence of cyberattacks targeting IoT devices, there is…
Impact of Fine-Tuning Methods on Memorization in Large Language Models
Jie Hou, Chuxiong Wu, Lannan Luo +1
As the capabilities of pre-trained large language models (LLMs) continue to advance, the "pre-train and fine-tune" paradigm has become increasingly mainstream, leading to the devel…
BinSimDB: Benchmark Dataset Construction for Fine-Grained Binary Code Similarity Analysis
Fei Zuo, Cody Tompkins, Qiang Zeng +3
Binary Code Similarity Analysis (BCSA) has a wide spectrum of applications, including plagiarism detection, vulnerability discovery, and malware analysis, thus drawing significant…