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Large Language Models (LLMs) have emerged as promising tools in software development, enabling automated code generation and analysis. However, their knowledge is limited to a fixed cutoff date, making them prone to generating code…

密码学与安全 · 计算机科学 2025-12-01 Minjae Seo , Wonwoo Choi , Myoungsung You , Seungwon Shin

Security of mobile apps affects the security of their users. This has fueled the development of techniques to automatically detect vulnerabilities in mobile apps and help developers secure their apps; specifically, in the context of Android…

密码学与安全 · 计算机科学 2017-11-09 Joydeep Mitra , Venkatesh-Prasad Ranganath

In this paper, we present the first comprehensive empirical study of specialized LLM-based detectors and compare them with traditional static analyzers at the project scale. Specifically, our study evaluates five latest and representative…

软件工程 · 计算机科学 2026-01-28 Fengjie Li , Jiajun Jiang , Dongchi Chen , Yingfei Xiong

In today's digital landscape, the importance of timely and accurate vulnerability detection has significantly increased. This paper presents a novel approach that leverages transformer-based models and machine learning techniques to…

Two recent studies explicitly recommend labeling defective classes in releases using the affected versions (AV) available in issue trackers. The aim our study is threefold: 1) to measure the proportion of defects for which the realistic…

软件工程 · 计算机科学 2020-11-12 Bailey Vandehei , Daniel Alencar da Costa , Davide Falessi

Visual Programming Languages (VPLs), coupled with the high-level abstractions that are commonplace in visual programming environments, enable users with less technical knowledge to become proficient programmers. However, the lower skill…

软件工程 · 计算机科学 2021-07-16 Miguel Terra-Neves , João Nadkarni , Miguel Ventura , Pedro Resende , Hugo Veiga , António Alegria

Long contexts of recent LLMs have enabled a new use case: asking models to find security vulnerabilities in entire codebases. To evaluate model performance on this task, we introduce eyeballvul: a benchmark designed to test the…

密码学与安全 · 计算机科学 2024-07-16 Timothee Chauvin

The art of finding software vulnerabilities has been covered extensively in the literature and there is a huge body of work on this topic. In contrast, the intentional insertion of exploitable, security-critical bugs has received little…

密码学与安全 · 计算机科学 2020-07-07 Jannik Pewny , Thorsten Holz

As privacy features in Android operating system improve, privacy-invasive apps may gradually shift their focus to non-standard and covert channels for leaking private user/device information. Such leaks also remain largely undetected by…

密码学与安全 · 计算机科学 2022-10-03 Sajjad Pourali , Nayanamana Samarasinghe , Mohammad Mannan

Software Composition Analysis (SCA) has become pivotal in addressing vulnerabilities inherent in software project dependencies. In particular, reachability analysis is increasingly used in Open-Source Software (OSS) projects to identify…

软件工程 · 计算机科学 2025-06-25 Lyuye Zhang , Jian Zhang , Kaixuan Li , Chong Wang , Chengwei Liu , Jiahui Wu , Sen Chen , Yaowen Zheng , Yang Liu

The increasing reliance of software projects on third-party libraries has raised concerns about the security of these libraries due to hidden vulnerabilities. Managing these vulnerabilities is challenging due to the time gap between fixes…

软件工程 · 计算机科学 2023-09-06 Son Nguyen , Thanh Trong Vu , Hieu Dinh Vo

Android applications are frequently plagiarized or repackaged, and software obfuscation is a recommended protection against these practices. However, there is very little data on the overall rates of app obfuscation, the techniques used, or…

密码学与安全 · 计算机科学 2018-02-21 Dominik Wermke , Nicolas Huaman , Yasemin Acar , Brad Reaves , Patrick Traynor , Sascha Fahl

The escalating sophistication of Android malware poses significant challenges to traditional detection methods, necessitating innovative approaches that can efficiently identify and classify threats with high precision. This paper…

密码学与安全 · 计算机科学 2025-04-14 Safayat Bin Hakim , Muhammad Adil , Kamal Acharya , Houbing Herbert Song

Vulnerabilities in Android smartphone chipsets have severe consequences, as recent real-world attacks have demonstrated that adversaries can leverage vulnerabilities to execute arbitrary code or exfiltrate confidential information. Despite…

密码学与安全 · 计算机科学 2024-12-10 Daniel Klischies , Philipp Mackensen , Veelasha Moonsamy

Cryptographic API misuses, such as exposed secrets, predictable random numbers, and vulnerable certificate verification, seriously threaten software security. The vision of automatically screening cryptographic API calls in massive-sized…

密码学与安全 · 计算机科学 2019-03-28 Sazzadur Rahaman , Ya Xiao , Sharmin Afrose , Fahad Shaon , Ke Tian , Miles Frantz , Danfeng , Yao , Murat Kantarcioglu

We propose and release a new vulnerable source code dataset. We curate the dataset by crawling security issue websites, extracting vulnerability-fixing commits and source codes from the corresponding projects. Our new dataset contains…

密码学与安全 · 计算机科学 2023-08-10 Yizheng Chen , Zhoujie Ding , Lamya Alowain , Xinyun Chen , David Wagner

Deep learning frameworks (DLFs) have been playing an increasingly important role in this intelligence age since they act as a basic infrastructure for an increasingly wide range of AIbased applications. Meanwhile, as…

软件工程 · 计算机科学 2023-03-07 Zengyang Li , Sicheng Wang , Wenshuo Wang , Peng Liang , Ran Mo , Bing Li

Many applications have security vulnerabilities that can be exploited. It is practically impossible to find all of them due to the NP-complete nature of the testing problem. Security solutions provide defenses against these attacks through…

密码学与安全 · 计算机科学 2020-07-17 Fady Copty , Andre Kassis , Sharon Keidar-Barner , Dov Murik

We introduce QLPro, a vulnerability detection framework that systematically integrates LLMs and static analysis tools to enable comprehensive vulnerability detection across entire open-source projects.We constructed a new dataset, JavaTest,…

软件工程 · 计算机科学 2025-07-22 Junze Hu , Xiangyu Jin , Yizhe Zeng , Yuling Liu , Yunpeng Li , Dan Du , Kaiyu Xie , Hongsong Zhu

This paper tackles the problems of generating concrete test cases for testing whether an application is vulnerable to attacks, and of checking whether security solutions are correctly implemented. The approach proposed in the paper aims at…

软件工程 · 计算机科学 2020-07-08 Sébastien Salva , Loukmen Regainia