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Various proxy metrics for test quality have been defined in order to guide developers when writing tests. Code coverage is particularly well established in practice, even though the question of how coverage relates to test quality is a…

Software Engineering · Computer Science 2021-03-15 Goran Petrović , Marko Ivanković , Gordon Fraser , René Just

Bug prediction has long been considered the "prince" of empirical software engineering research, and accordingly, a substantial body of work has focused on predicting bugs to enable early preventive actions. However, most existing studies…

Software Engineering · Computer Science 2026-03-02 Ethan Friesen , Sasha Morton-Salmon , Md Nahidul Islam Opu , Shahidul Islam , Shaiful Chowdhury

Patch reviewing is critical for software development, especially in distributed open-source development, which highly depends on voluntary work, such as Linux. This paper studies the past 10 years of patch reviews of the Linux memory…

Software Engineering · Computer Science 2026-03-27 Chih-En Lin , Attreyee Mukherjee , Ajay Rawat , Ruqi Zhang , Pedro Fonseca

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

With the advance in quantum computing in recent years, quantum software becomes vital for exploring the full potential of quantum computing systems. Quantum programming is different from classical programming, for example, the state of a…

Software Engineering · Computer Science 2022-04-27 Mohamed Raed El aoun , Heng Li , Foutse Khomh , Lionel Tidjon

Code debugging is a crucial task in software engineering, which attracts increasing attention. While remarkable success has been made in the era of large language models (LLMs), current research still focuses on the simple no-library or…

Software Engineering · Computer Science 2025-06-18 Jinyang Huang , Xiachong Feng , Qiguang Chen , Hanjie Zhao , Zihui Cheng , Jiesong Bai , Jingxuan Zhou , Min Li , Libo Qin

Python is rapidly becoming the lingua franca of machine learning and scientific computing. With the broad use of frameworks such as Numpy, SciPy, and TensorFlow, scientific computing and machine learning are seeing a productivity boost on…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-01 Zane Fink , Simeng Liu , Jaemin Choi , Matthias Diener , Laxmikant V. Kale

This paper presents a novel end-to-end approach to program repair based on sequence-to-sequence learning. We devise, implement, and evaluate a system, called SequenceR, for fixing bugs based on sequence-to-sequence learning on source code.…

Software Engineering · Computer Science 2019-09-12 Zimin Chen , Steve Kommrusch , Michele Tufano , Louis-Noël Pouchet , Denys Poshyvanyk , Martin Monperrus

Bugs in learners' programs are often the result of fundamental misconceptions. Teachers frequently face the challenge of first having to understand such bugs, and then suggest ways to fix them. In order to enable teachers to do so…

Software Engineering · Computer Science 2021-08-17 Luisa Greifenstein , Florian Obermüller , Ewald Wasmeier , Ute Heuer , Gordon Fraser

Software debloating tools seek to improve program security and performance by removing unnecessary code, called bloat. While many techniques have been proposed, several barriers to their adoption have emerged. Namely, debloating tools are…

Software Engineering · Computer Science 2024-06-14 Michael D. Brown , Adam Meily , Brian Fairservice , Akshay Sood , Jonathan Dorn , Eric Kilmer , Ronald Eytchison

Refactoring is a critical process in software development, aiming at improving the internal structure of code while preserving its external behavior. Refactoring engines are integral components of modern Integrated Development Environments…

Software Engineering · Computer Science 2024-09-24 Haibo Wang , Zhuolin Xu , Huaien Zhang , Nikolaos Tsantalis , Shin Hwei Tan

As production code evolves, the test suite must co-evolve to remain effective. Existing benchmarks for test evolution operate at method-level granularity with pre-paired inputs, bypassing the task of locating affected tests from the full…

Software Engineering · Computer Science 2026-05-08 Ye Shang , Quanjun Zhang , Haichuan Hu , Chunrong Fang , Liang Xiao , Zhenyu Chen

Test case generation (TCG) for Python poses distinctive challenges due to the language's dynamic nature and the absence of strict type information. Previous research has successfully explored automated unit TCG for Python, with solutions…

Large language models (LLMs), such as OpenAI's Codex, have demonstrated their potential to generate code from natural language descriptions across a wide range of programming tasks. Several benchmarks have recently emerged to evaluate the…

Software Engineering · Computer Science 2023-04-11 Sarah Fakhoury , Saikat Chakraborty , Madan Musuvathi , Shuvendu K. Lahiri

The Ethereum ecosystem, which secures over $381 billion in assets, fundamentally relies on client APIs as the sole interface between users and the blockchain. However, these critical APIs suffer from widespread implementation…

Software Engineering · Computer Science 2026-05-15 Jie Ma , Ningyu He , Jinwen Xi , Mingzhe Xing , Liangxin Liu , Jiushenzi Luo , Xiaopeng Fu , Chiachih Wu , Haoyu Wang , Ying Gao , Yinliang Yue

Bug tracking tools are vital for managing bugs in any open source as well as proprietary commercial projects. Considering the significance of using an appropriate bug tracking tool, we assess the features offered by 31 open source bug…

Software Engineering · Computer Science 2017-06-22 Sai Anirudh Karre , Anveshi Shukla , Y. Raghu Reddy

This tool demonstration presents a research toolkit for a language model of Java source code. The target audience includes researchers studying problems at the granularity level of subroutines, statements, or variables in Java. In contrast…

Software Engineering · Computer Science 2023-05-16 Chia-Yi Su , Aakash Bansal , Vijayanta Jain , Sepideh Ghanavati , Collin McMillan

Software bugs typically result from errors in specifications or code translation. While classical software engineering has evolved with various tools and methodologies to tackle such bugs, the emergence of quantum computing presents unique…

Software Engineering · Computer Science 2025-10-01 Mushahid Khan , Prashant J. Nair , Olivia Di Matteo

Debugging is a central yet complex activity in software engineering. Prior studies have documented debugging strategies and tool usage, but little theory explains how experienced developers reason about bugs in large, real-world codebases.…

Software Engineering · Computer Science 2026-02-13 Haolin Li , Michael Coblenz

Suboptimal code is prevalent in software systems. Developers often write low-quality code due to factors like technical knowledge gaps, insufficient experience, time pressure, management decisions, or personal factors. Once integrated, the…

Software Engineering · Computer Science 2025-11-11 In-on Wiratsin , Chaiyong Ragkhitwetsagul , Matheus Paixao , Denis De Sousa , Pongpop Lapvikai , Peter Haddawy
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