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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…

Software Engineering · Computer Science 2026-01-22 Yoann Marquer , Domenico Bianculli , Lionel C. Briand

Background: Developers spend a significant amount of time and efforts to localize bugs. In the literature, many researchers proposed state-of-the-art bug localization models to help developers localize bugs easily. The practitioners, on the…

Software Engineering · Computer Science 2019-12-09 Sravya Polisetty , Andriy Miranskyy , Ayse Bener

Providing high quality software and evaluating the software reliability in softwarized networks are crucial for vendors and customers. These networks rely on open source code, which are sensitive to contain high number of bugs. Both, the…

Software Engineering · Computer Science 2024-08-01 Hasan Yagiz Ozkan , Madeleine Kaufmann , Wolfgang Kellerer , Carmen Mas-Machuca

Exaggeration or context changes can render maintainability experience into prejudice. For example, JavaScript is often seen as least elegant language and hence of lowest maintainability. Such prejudice should not guide decisions without…

Software Engineering · Computer Science 2019-01-14 Tobias Roehm , Daniel Veihelmann , Stefan Wagner , Elmar Juergens

Defect prediction plays a crucial role in software engineering, enabling developers to identify defect-prone code and improve software quality. While extensive research has focused on refining machine learning models for defect prediction,…

Software Engineering · Computer Science 2025-03-04 Md Ahasanuzzaman , Gustavo A. Oliva , Ahmed E. Hassan , Zhen Ming , Jiang

Testing is the most widely employed method to find vulnerabilities in real-world software programs. Compositional analysis, based on symbolic execution, is an automated testing method to find vulnerabilities in medium- to large-scale…

Software Engineering · Computer Science 2018-07-25 Saahil Ognawala , Ricardo Nales Amato , Alexander Pretschner , Pooja Kulkarni

Static analysis tools come in many forms andconfigurations, allowing them to handle various tasks in a (secure) development process: code style linting, bug/vulnerability detection, verification, etc., and adapt to the specific requirements…

In recent years, the importance of smart contract security has been heightened by the increasing number of attacks against them. To address this issue, a multitude of static application security testing (SAST) tools have been proposed for…

Software Engineering · Computer Science 2024-07-02 Kaixuan Li , Yue Xue , Sen Chen , Han Liu , Kairan Sun , Ming Hu , Haijun Wang , Yang Liu , Yixiang Chen

We propose a method combining machine learning with a static analysis tool (i.e. Infer) to automatically repair source code. Machine Learning methods perform well for producing idiomatic source code. However, their output is sometimes…

Software Engineering · Computer Science 2023-04-24 Ruba Mutasim , Gabriel Synnaeve , David Pichardie , Baptiste Rozière

Software vulnerabilities in source code pose serious cybersecurity risks, prompting a shift from traditional detection methods (e.g., static analysis, rule-based matching) to AI-driven approaches. This study presents a systematic review of…

Software Engineering · Computer Science 2025-06-13 Samiha Shimmi , Hamed Okhravi , Mona Rahimi

This study presents a quantitative evaluation of the code quality and security of five prominent Large Language Models (LLMs): Claude Sonnet 4, Claude 3.7 Sonnet, GPT-4o, Llama 3.2 90B, and OpenCoder 8B. While prior research has assessed…

Software Engineering · Computer Science 2025-08-21 Abbas Sabra , Olivier Schmitt , Joseph Tyler

Deep learning (DL) techniques have achieved significant success in various software engineering tasks (e.g., code completion by Copilot). However, DL systems are prone to bugs from many sources, including training data. Existing literature…

Software Engineering · Computer Science 2025-08-12 Mehil B Shah , Mohammad Masudur Rahman , Foutse Khomh

Smart contracts are pieces of code that reside inside the blockchains and can be triggered to execute any transaction when specifically predefined conditions are satisfied. Being commonly used for commercial transactions in blockchain makes…

Cryptography and Security · Computer Science 2023-06-13 Yilin Wang , Xiangping Chen , Yuan Huang , Hao-Nan Zhu , Jing Bian , Zibin Zheng

Mutation testing has been widely accepted as an approach to guide test case generation or to assess the effectiveness of test suites. Empirical studies have shown that mutants are representative of real faults; yet they also indicated a…

Software Engineering · Computer Science 2019-07-31 Michele Tufano , Cody Watson , Gabriele Bavota , Massimiliano Di Penta , Martin White , Denys Poshyvanyk

Software is used in critical applications in our day-to-day life and it is important to ensure its correctness. One popular approach to assess correctness is to evaluate software on tests. If a test fails, it indicates a fault in the…

Software Engineering · Computer Science 2025-04-01 Max Hort , Leon Moonen

Test resources are usually limited and therefore it is often not possible to completely test an application before a release. Therefore, testers need to focus their activities on the relevant code regions. In this paper, we introduce an…

Software Engineering · Computer Science 2018-05-04 Rainer Niedermayr , Tobias Röhm , Stefan Wagner

For software testing research, Defects4J stands out as the primary benchmark dataset, offering a controlled environment to study real bugs from prominent open-source systems. However, prior research indicates that Defects4J might include…

Software Engineering · Computer Science 2024-08-09 Md Nakhla Rafi , An Ran Chen , Tse-Hsun Chen , Shaohua Wang

In this paper, we present a novel marriage of static and dynamic analysis. Given a large code base with many functions and a mature test suite, we propose using static analysis to find functions 1) with assertions or other evident…

Software Engineering · Computer Science 2016-09-22 Mohammad Amin Alipour , Alex Groce , Chaoqiang Zhang , Anahita Sanadaji , Gokul Caushik

Debugging is considered as a rigorous but important feature of software engineering process. Since more than a decade, the software engineering research community is exploring different techniques for removal of faults from programs but it…

Software Engineering · Computer Science 2018-03-13 Safeeullah Soomro , Mohammad Riyaz Belgaum , Zainab Alansari , Mahdi H. Miraz

The popularity and wide adoption of JavaScript both at the client and server side makes its code analysis more important than ever before. Most of the algorithms for vulnerability analysis, coding issue detection, or type inference rely on…

Software Engineering · Computer Science 2024-05-14 Gábor Antal , Péter Hegedűs , Zoltán Tóth , Rudolf Ferenc , Tibor Gyimóthy