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Quality assurance (QA) tools are receiving more and more attention and are widely used by developers. Given the wide range of solutions for QA technology, it is still a question of evaluating QA tools. Most existing research is limited in…

Software Engineering · Computer Science 2023-06-08 Han Liu , Sen Chen , Ruitao Feng , Chengwei Liu , Kaixuan Li , Zhengzi Xu , Liming Nie , Yang Liu , Yixiang Chen

Manual confirmation of static analysis reports is a daunting task. This is due to both the large number of warnings and the high density of false positives among them. Fuzzing techniques have been proposed to verify static analysis…

Software Engineering · Computer Science 2024-02-06 Aniruddhan Murali , Noble Saji Mathews , Mahmoud Alfadel , Meiyappan Nagappan , Meng Xu

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…

Software Engineering · Computer Science 2019-05-14 Eljose E Sajan , Yunpeng Zhang , Liang-Chieh Cheng

Understanding why students stopout will help in understanding how students learn in MOOCs. In this report, part of a 3 unit compendium, we describe how we build accurate predictive models of MOOC student stopout. We document a scalable,…

Computers and Society · Computer Science 2014-08-15 Colin Taylor , Kalyan Veeramachaneni , Una-May O'Reilly

Static malware analysis is well-suited to endpoint anti-virus systems as it can be conducted quickly by examining the features of an executable piece of code and matching it to previously observed malicious code. However, static code…

Cryptography and Security · Computer Science 2018-06-19 Matilda Rhode , Pete Burnap , Kevin Jones

Today's small and medium-sized enterprises (SMEs) in the software industry are faced with major challenges. While having to work efficiently using limited resources they have to perform quality assurance on their code to avoid the risk of…

Software Engineering · Computer Science 2016-11-24 Mario Gleirscher , Dmitriy Golubitskiy , Maximilian Irlbeck , Stefan Wagner

Context: Static analysis captures software engineering knowledge and alerts on possibly problematic patterns. Previous work showed that they indeed have predictive power for various problems. However, the impact of removing the alerts is…

Software Engineering · Computer Science 2026-03-24 Idan Amit

In software practice, static analysis tools remain an integral part of detecting defects in software and there have been various tools designed to run the analysis in different programming languages like Java, C++, and Python. This paper…

Software Engineering · Computer Science 2024-05-22 Jones Yeboah , Saheed Popoola

Over 70% of security vulnerabilities in critical software systems today result from memory safety violations. To address this challenge, fuzzing and static analysis are widely used automated methods to discover such vulnerabilities. Fuzzing…

Cryptography and Security · Computer Science 2026-03-31 Keno Hassler , Philipp Görz , Stephan Lipp

Agentic systems are evaluated on benchmarks where agents interact with environments to solve tasks. Most papers report a pass@1 score computed from a single run per task, assuming this gives a reliable performance estimate. We test this…

Machine Learning · Computer Science 2026-03-26 Bjarni Haukur Bjarnason , André Silva , Martin Monperrus

Java 7 introduced programmable dynamic linking in the form of the invokedynamic framework. Static analysis of code containing programmable dynamic linking has often been cited as a significant source of unsoundness in the analysis of Java…

Programming Languages · Computer Science 2020-01-09 George Fourtounis , Yannis Smaragdakis

While static analysis is useful in detecting early-stage hardware security bugs, its efficacy is limited because it requires information to form checks and is often unable to explain the security impact of a detected vulnerability. Large…

Cryptography and Security · Computer Science 2025-05-01 Baleegh Ahmad , Hammond Pearce , Ramesh Karri , Benjamin Tan

Software testing is one of the very important Quality Assurance (QA) components. A lot of researchers deal with the testing process in terms of tester motivation and how tests should or should not be written. However, it is not known from…

Software Engineering · Computer Science 2022-01-04 Matej Madeja , Jaroslav Porubän , Michaela Bačíková , Matúš Sulír , Ján Juhár , Sergej Chodarev , Filip Gurbáľ

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…

Software Engineering · Computer Science 2020-03-30 Yu Wang , Fengjuan Gao , Linzhang Wang , Ke Wang

With the emergence of the Node.js ecosystem, JavaScript has become a widely-used programming language for implementing server-side web applications. In this paper, we present the first empirical study of static code analysis tools for…

Cryptography and Security · Computer Science 2023-08-07 Tiago Brito , Mafalda Ferreira , Miguel Monteiro , Pedro Lopes , Miguel Barros , José Fragoso Santos , Nuno Santos

Static source code analysis is a powerful tool for finding and fixing bugs when deployed properly; it is, however, all too easy to deploy it in a way that looks good superficially, but which misses important defects, shows many false…

Software Engineering · Computer Science 2022-02-25 Flash Sheridan

Developers today use significant amounts of open source code, surfacing the need for ways to automatically audit and upgrade library dependencies, and giving rise to the subfield of Software Composition Analysis (SCA). SCA products are…

Software Engineering · Computer Science 2019-10-01 Darius Foo , Jason Yeo , Hao Xiao , Asankhaya Sharma

Automated static analysis tools (ASATs) have become a major part of the software development workflow. Acting on the generated warnings, i.e., changing the code indicated in the warning, should be part of, at latest, the code review phase.…

Software Engineering · Computer Science 2021-09-09 Alexander Trautsch , Steffen Herbold , Jens Grabowski

We propose a memory-model-aware static program analysis method for accurately analyzing the behavior of concurrent software running on processors with weak consistency models such as x86-TSO, SPARC-PSO, and SPARC-RMO. At the center of our…

Programming Languages · Computer Science 2017-09-29 Markus Kusano , Chao Wang

Fixing static analysis alerts in source code with Large Language Models (LLMs) is becoming increasingly popular. However, LLMs often hallucinate and perform poorly for complex and less common alerts. Retrieval-augmented generation (RAG)…

Software Engineering · Computer Science 2025-11-04 Yuan-An Xiao , Weixuan Wang , Dong Liu , Junwei Zhou , Shengyu Cheng , Yingfei Xiong