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Logging plays a crucial role in software engineering because it is key to perform various tasks including debugging, performance analysis, and detection of anomalies. Despite the importance of log data, the practice of logging still suffers…

Software Engineering · Computer Science 2022-08-16 Keyur Patel , Joao Faccin , Abdelwahab Hamou-Lhadj , Ingrid Nunes

Several studies showed that misuses of cryptographic APIs are common in real-world code (e.g., Apache projects and Android apps). There exist several open-sourced and commercial security tools that automatically screen Java programs to…

Cryptography and Security · Computer Science 2021-12-09 Sharmin Afrose , Ya Xiao , Sazzadur Rahaman , Barton P. Miller , Danfeng , Yao

In this study, we evaluated the capability of Large Language Models (LLMs), particularly OpenAI's GPT-4, in detecting software vulnerabilities, comparing their performance against traditional static code analyzers like Snyk and Fortify. Our…

Software Engineering · Computer Science 2023-08-22 David Noever

Logging statements are central to debugging, failure diagnosis, and production observability, yet writing them requires developers to decide where to place a logging statement, which API and severity level to use, and what runtime…

Software Engineering · Computer Science 2026-04-21 Renyi Zhong , Yichen Li , Yulun Wu , Jinxi Kuang , Yintong Huo , Michael R. Lyu

Increasing numbers of software vulnerabilities are discovered every year whether they are reported publicly or discovered internally in proprietary code. These vulnerabilities can pose serious risk of exploit and result in system…

The number of vulnerabilities reported in open source software has increased substantially in recent years. Security patches provide the necessary measures to protect software from attacks and vulnerabilities. In practice, it is difficult…

Software Engineering · Computer Science 2024-01-17 Zhiyuan Pan , Xing Hu , Xin Xia , Xian Zhan , David Lo , Xiaohu Yang

Open-source software (OSS) dependencies are a dominant component of modern software code bases. Using proven and well-tested OSS components lets developers reduce development time and cost while improving quality. However, heavy reliance on…

Software Engineering · Computer Science 2026-02-02 Stefan Schott , Serena Elisa Ponta , Wolfram Fischer , Jonas Klauke , Eric Bodden

Bug-fix benchmarks are essential for evaluating methodologies in automatic program repair (APR) and fault localization (FL). However, existing benchmarks, exemplified by Defects4J, need to evolve to incorporate recent bug-fixes aligned with…

Software Engineering · Computer Science 2024-11-04 André Silva , Nuno Saavedra , Martin Monperrus

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…

Cryptography and Security · Computer Science 2019-03-28 Sazzadur Rahaman , Ya Xiao , Sharmin Afrose , Fahad Shaon , Ke Tian , Miles Frantz , Danfeng , Yao , Murat Kantarcioglu

While automated vulnerability detection techniques have made promising progress in detecting security vulnerabilities, their scalability and applicability remain challenging. The remarkable performance of Large Language Models (LLMs), such…

Cryptography and Security · Computer Science 2024-10-24 Avishree Khare , Saikat Dutta , Ziyang Li , Alaia Solko-Breslin , Rajeev Alur , Mayur Naik

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

Vulnerabilities in open-source software can cause cascading effects in the modern digital ecosystem. It is especially worrying if these vulnerabilities repeat across many projects, as once the adversaries find one of them, they can scale up…

Cryptography and Security · Computer Science 2025-05-27 Jafar Akhoundali , Hamidreza Hamidi , Kristian Rietveld , Olga Gadyatskaya

GitHub Actions is a widely used platform to automate the build and deployment of software projects through configurable workflows. As the platform's popularity grows, it also becomes a target of choice for software supply chain attacks.…

Software Engineering · Computer Science 2026-03-18 Madjda Fares , Yogya Gamage , Benoit Baudry

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…

Software Engineering · Computer Science 2026-01-28 Fengjie Li , Jiajun Jiang , Dongchi Chen , Yingfei Xiong

Software vulnerabilities continue to be ubiquitous, even in the era of AI-powered code assistants, advanced static analysis tools, and the adoption of extensive testing frameworks. It has become apparent that we must not simply prevent…

Modern software development and operations rely on monitoring to understand how systems behave in production. The data provided by application logs and runtime environment are essential to detect and diagnose undesired behavior and improve…

Software Engineering · Computer Science 2021-03-08 Jeanderson Barros Cândido , Maurício Finavaro Aniche , Arie van Deursen

Open-source software (OSS) pipelines rely on automated static analysis tools to prevent the introduction of vulnerabilities in code. However, there is limited understanding of the efficacy of these tools across the OSS ecosystem over time.…

Cryptography and Security · Computer Science 2026-05-11 Jean-Charles Noirot Ferrand , Kyle Domico , Yohan Beugin , Patrick McDaniel

Logs are imperative in the development and maintenance process of many software systems. They record detailed runtime information that allows developers and support engineers to monitor their systems and dissect anomalous behaviors and…

Software Engineering · Computer Science 2019-01-07 Jieming Zhu , Shilin He , Jinyang Liu , Pinjia He , Qi Xie , Zibin Zheng , Michael R. Lyu

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…

Software Engineering · Computer Science 2018-05-25 Rahma Mahmood , Qusay H. Mahmoud

With an ever-increasing amount of open source software, the popularity of services like GitHub that facilitate code reuse, and common misconceptions about the licensing of open source software, the problem of license violations in the code…

Software Engineering · Computer Science 2020-07-07 Yaroslav Golubev , Maria Eliseeva , Nikita Povarov , Timofey Bryksin