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As neural networks are increasingly included as core components of safety-critical systems, developing effective testing techniques specialized for them becomes crucial. The bulk of the research has focused on testing neural-network models;…

软件工程 · 计算机科学 2024-10-03 Mohammad Rezaalipour , Carlo A. Furia

Just like other software, spreadsheets can contain significant faults. Static analysis is an accepted and well-established technique in software engineering known for its capability to discover faults. In recent years, a growing number of…

软件工程 · 计算机科学 2014-01-30 Daniel Kulesz , Jan-Peter Ostberg

Bug detection and prevention is one of the most important goals of software quality assurance. Nowadays, many of the major problems faced by developers can be detected or even fixed fully or partially with automatic tools. However, recent…

软件工程 · 计算机科学 2021-03-18 Balázs Mosolygó , Norbert Vándor , Gábor Antal , Péter Hegedűs

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

This paper elaborates the use of static source code analysis in the context of data protection. The topic is important for software engineering in order for software developers to improve the protection of personal data during software…

软件工程 · 计算机科学 2020-03-24 Kalle Hjerppe , Jukka Ruohonen , Ville Leppänen

Static analysis tools are traditionally used to detect and flag programs that violate properties. We show that static analysis tools can also be used to perturb programs that satisfy a property to construct variants that violate the…

Detecting performance issues due to suboptimal code during the development process can be a daunting task, especially when it comes to localizing them after noticing performance degradation after deployment. Static analysis has the…

软件工程 · 计算机科学 2021-05-06 Aaron Beigelbeck , Maurício Aniche , Jürgen Cito

A long-standing open challenge for automated program repair is the overfitting problem, which is caused by having insufficient or incomplete specifications to validate whether a generated patch is correct or not. Most available repair…

软件工程 · 计算机科学 2021-11-11 Omar I. Al-Bataineh , Anastasiia Grishina , Leon Moonen

Python type annotations enable static type checking, but most code remains untyped because manual annotation is time-consuming and tedious. Past approaches to automatic type inference fall short: static methods struggle with dynamic…

编程语言 · 计算机科学 2026-03-12 Juan Altmayer Pizzorno , Emery D. Berger

(Note: This work is a preprint.) Static analysis (SA) tools produce many diagnostic alerts indicating that source code in C or C++ may be defective and potentially vulnerable to security exploits. Many of these alerts are false positives.…

软件工程 · 计算机科学 2025-08-06 David Svoboda , Lori Flynn , William Klieber , Michael Duggan , Nicholas Reimer , Joseph Sible

Developers are increasingly using services such as Dependabot to automate dependency updates. However, recent research has shown that developers perceive such services as unreliable, as they heavily rely on test coverage to detect conflicts…

软件工程 · 计算机科学 2021-09-27 Joseph Hejderup , Georgios Gousios

Fault based testing is a technique in which test cases are chosen to reveal certain classes of faults. At present, testing professionals use their personal experience to select testing methods for fault classes considered the most likely to…

软件工程 · 计算机科学 2012-05-31 Shimul Kumar Nath , Robert Merkel , Man Fai Lau , Tanay Kanti Paul

When analyzing programs, large libraries pose significant challenges to static points-to analysis. A popular solution is to have a human analyst provide points-to specifications that summarize relevant behaviors of library code, which can…

编程语言 · 计算机科学 2018-05-23 Osbert Bastani , Rahul Sharma , Alex Aiken , Percy Liang

Most machine learning and data analytics applications, including performance engineering in software systems, require a large number of annotations and labelled data, which might not be available in advance. Acquiring annotations often…

软件工程 · 计算机科学 2023-09-21 Peter Samoaa , Linus Aronsson , Antonio Longa , Philipp Leitner , Morteza Haghir Chehreghani

Automated random testing has shown to be an effective approach to finding faults but still faces a major unsolved issue: how to generate test inputs diverse enough to find many faults and find them quickly. Stateful testing, the automated…

软件工程 · 计算机科学 2013-08-14 Yi Wei , Hannes Roth , Carlo A. Furia , Yu Pei , Alexander Horton , Michael Steindorfer , Martin Nordio , Bertrand Meyer

Static analysis tools are widely used to detect software bugs and vulnerabilities but often struggle with scalability and efficiency in complex codebases. Traditional approaches rely on manually crafted annotations -- labeling functions as…

Static analysis is a method of analyzing source code without executing it. It is widely used to find bugs and code smells in industrial software. Besides other methods, the most important techniques are those based on the abstract syntax…

软件工程 · 计算机科学 2024-08-13 Gabor Horvath , Reka Kovacs , Richard Szalay , Zoltan Porkolab

Static security analysis is a widely used technique for detecting software vulnerabilities across a wide range of weaknesses, application domains, and programming languages. While prior work surveyed static analyzes for specific weaknesses…

密码学与安全 · 计算机科学 2026-02-23 Kevin Hermann , Sven Peldszus , Thorsten Berger

Context: Static Application Security Testing Tools (SASTTs) identify software vulnerabilities to support the security and reliability of software applications. Interestingly, several studies have suggested that alternative solutions may be…

软件工程 · 计算机科学 2024-03-15 Matteo Esposito , Valentina Falaschi , Davide Falessi