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We present an alternative approach to creating static bug finders. Instead of relying on human expertise, we utilize deep neural networks to train static analyzers directly from data. In particular, we frame the problem of bug finding as a…

软件工程 · 计算机科学 2020-03-30 Yu Wang , Fengjuan Gao , Linzhang Wang , Ke Wang

Python is one of the most popular programming languages; as such, projects written in Python involve an increasing number of diverse security vulnerabilities. However, existing state-of-the-art analysis tools for Python only support a few…

软件工程 · 计算机科学 2026-01-22 Yoann Marquer , Domenico Bianculli , Lionel C. Briand

Static analyzers play a critical role in identifying bugs early in the software development lifecycle, but their rule implementations are often under-tested and prone to inconsistencies. To address this, we propose StaAgent, an agentic…

软件工程 · 计算机科学 2025-07-23 Elijah Nnorom , Md Basim Uddin Ahmed , Jiho Shin , Hung Viet Pham , Song Wang

Software development teams generally welcome any effort to expose bugs in their code base. In this work, we build on the hypothesis that mobile apps from the same category (e.g., two web browser apps) may be affected by similar bugs in…

软件工程 · 计算机科学 2023-01-24 Xunzhu Tang , Haoye Tian , Pingfan Kong , Kui Liu , Jacques Klein , Tegawendé F. Bissyande

Reusable software components, typically distributed as packages, are a central paradigm of modern software development. The JavaScript ecosystem serves as a prime example, offering millions of packages with their use being promoted as…

软件工程 · 计算机科学 2026-01-26 Ben Swierzy , Marc Ohm , Michael Meier

Automated Static Analysis Tools (ASATs) are part of software development best practices. ASATs are able to warn developers about potential problems in the code. On the one hand, ASATs are based on best practices so there should be a…

软件工程 · 计算机科学 2021-11-19 Alexander Trautsch , Steffen Herbold , Jens Grabowski

In the open source software (OSS) ecosystem, there exists a complex software supply chain, where developers upstream and downstream widely borrow and reuse code. This results in the widespread occurrence of recurring defects, missing fixes,…

密码学与安全 · 计算机科学 2024-01-31 Fuwei Wang , Yongzhi Liu , Zhiqiang Dong

Bug localization is a tedious activity in the bug fixing process in which a software developer tries to locate bugs in the source code described in a bug report. Since this process is time-consuming and requires additional knowledge about…

软件工程 · 计算机科学 2021-10-12 Benjamin Ledel , Steffen Herbold

Bug fixing is a complex and time-consuming task in software development. Bug localization research tends to focus on the accuracy of automated tools that suggest source code files for developers to look at. However, little is known about…

软件工程 · 计算机科学 2026-05-07 Pablo Diaz Pedreira , Tamara Lopez , Michel Wermelinger

The characterization of bug datasets is essential to support the evaluation of automatic program repair tools. In a previous work, we manually studied almost 400 human-written patches (bug fixes) from the Defects4J dataset and annotated…

软件工程 · 计算机科学 2018-07-31 Fernanda Madeiral , Thomas Durieux , Victor Sobreira , Marcelo Maia

Context: Issue tracking systems are used to track and describe tasks in the development process, e.g., requested feature improvements or reported bugs. However, past research has shown that the reported issue types often do not match the…

软件工程 · 计算机科学 2021-10-11 Steffen Herbold , Alexander Trautsch , Fabian Trautsch

Dynamic language features are widely available in programming languages to implement functionality that can adapt to multiple usage contexts, enabling reuse. Functionality such as data binding , object-relational mapping and user interface…

软件工程 · 计算机科学 2022-04-05 Li Sui , Shawn Rasheed , Amjed Tahir , Jens Dietrich

Static Code Analysis (SCA) tools, while invaluable for identifying potential coding problems, functional bugs, or vulnerabilities, often generate an overwhelming number of warnings, many of which are non-actionable. This overload of alerts…

软件工程 · 计算机科学 2025-11-14 Dávid Kószó , Tamás Aladics , Rudolf Ferenc , Péter Hegedűs

We introduce a tool that supports continuous flow analysis in order to detect security problems as the user edits. The tool uses abstract interpretation over both byte codes and abstract syntax trees to trace the flow of both type…

软件工程 · 计算机科学 2019-10-01 Steven P. Reiss

During the life cycle of software development, developers have to fix different kinds of bugs reported by testers or end users. The efficiency and effectiveness of fixing bugs have a huge impact on the reliability of the software as well as…

软件工程 · 计算机科学 2013-11-12 Jaechang Nam , Ning Chen

Static analysis tools are widely used to detect bugs, vulnerabilities, and code smells. Traditionally, developers must resolve these warnings manually. Because this process is tedious, developers sometimes ignore warnings, leading to an…

软件工程 · 计算机科学 2026-04-14 Pascal Joos , Islem Bouzenia , Michael Pradel

Static analyzers are tool sets which are proving to be indispensable to modern programmers. These enable the programmers to detect possible errors and security defects present in the current code base within the implementation phase of the…

软件工程 · 计算机科学 2019-05-14 Eljose E Sajan , Yunpeng Zhang , Liang-Chieh Cheng

Static analysis tools, or linters, detect violation of source code conventions to maintain project readability. Those tools automatically fix specific violations while developers edit the source code. However, existing tools are designed…

软件工程 · 计算机科学 2020-05-25 Yuki Ueda , Takashi Ishio , Akinori Ihara , Kenichi Matsumoto

The validation of design pattern implementations to identify pattern violations has gained more relevance as part of re-engineering processes in order to preserve, extend, reuse software projects in rapid development environments. If design…

软件工程 · 计算机科学 2019-08-20 Tamer Abdelaziz , Aya Sedky , Bruno Rossi , Mostafa-Sami M. Mostafa

It is quite common for security testing to be delayed until after the software has been developed, but vulnerabilities may get noticed throughout the implementation phase and the earlier they are discovered, the easier and cheaper it will…

软件工程 · 计算机科学 2018-05-25 Rahma Mahmood , Qusay H. Mahmoud