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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

Bug triage can be defined as the process of assigning a developer to a bug report. The duty of the bug triage team is to study the developers profiles well in order to make an appropriate match between the developers and the incoming bug…

Software Engineering · Computer Science 2022-02-04 Madonna Mayez , Khaled Nagaty , Abeer Hamdy

Bug localization is a tedious activity in the bug fixing process in which a software developer tries to locate bugs in the source code described in a bug report. Since this process is time-consuming and requires additional knowledge about…

Software Engineering · Computer Science 2021-10-12 Benjamin Ledel , Steffen Herbold

Open-source projects often rely on a small group of highly active contributors known as hero developers. Prior work shows that hero developers are common in many OSS and enterprise projects, yet who qualifies as a hero depends heavily on…

Software Engineering · Computer Science 2026-05-01 Amit Kumar , Mahen Gandhi , Meher Bhardwaj , Hrishikesh Ethari , Sonali Agarwal

Background: Machine Learning (ML) systems rely on data to make predictions, the systems have many added components compared to traditional software systems such as the data processing pipeline, serving pipeline, and model training. Existing…

Software Engineering · Computer Science 2022-09-22 Tuan Dung Lai , Anj Simmons , Scott Barnett , Jean-Guy Schneider , Rajesh Vasa

Today, software systems have a significant role in various domains among which are healthcare, entertainment, transport and logistics, and many more. It is only natural that with this increasing dependency on software, the number of…

Software Engineering · Computer Science 2022-12-23 Filip Zamfirov

Over the past 6 years, Syzbot has fuzzed the Linux kernel day and night to report over 5570 bugs, of which 4604 have been patched [11]. While this is impressive, we have found the average time to find a bug is over 405 days. Moreover, we…

Software Engineering · Computer Science 2024-01-23 Joseph Bursey , Ardalan Amiri Sani , Zhiyun Qian

Bug prediction is the process of training a machine learning model on software metrics and fault information to predict bugs in software entities. While feature selection is an important step in building a robust prediction model, there is…

Software Engineering · Computer Science 2018-07-13 Haidar Osman , Mohammad Ghafari , Oscar Nierstrasz

We introduce a simple microscopic description of software bug dynamics where users, programmers and a maintainer interact through a given program, with a particular emphasis on bug creation, detection and fixing. When the program is written…

Statistical Mechanics · Physics 2007-05-23 Damien Challet , Yann Le Du

Various automated program repair (APR) techniques have been proposed to fix bugs automatically in the last decade. Although recent researches have made significant progress on the effectiveness and efficiency, it is still unclear how APR…

Software Engineering · Computer Science 2022-03-11 Quanjun Zhang , Yuan Zhao , Weisong Sun , Chunrong Fang , Ziyuan Wang , Lingming Zhang

In the context of test case based automatic program repair (APR), patches that pass all the test cases but fail to fix the bug are called overfitted patches. Currently, patches generated by APR tools get inspected manually by the users to…

Software Engineering · Computer Science 2020-06-11 Ali Ghanbari

Automated Program Repair (APR) holds the promise of alleviating the burden of debugging and fixing software bugs. Despite this, developers still need to manually inspect each patch to confirm its correctness, which is tedious and…

Software Engineering · Computer Science 2025-03-04 Ruixin Wang , Zhongkai Zhao , Le Fang , Nan Jiang , Yiling Lou , Lin Tan , Tianyi Zhang

Security issue reports are the primary means of informing development teams of security risks in projects, but little is known about current practices. We aim to understand the characteristics of these reports in open-source projects and…

Cryptography and Security · Computer Science 2021-12-21 Noah Bühlmann , Mohammad Ghafari

Although software managers are generally good at new project estimation, their experience of scheduling rework tends to be poor. Inconsistent or incorrect effort estimation can increase the risk that the completion time for a project will…

Software Engineering · Computer Science 2010-07-30 Bee Bee Chua , June Verner

How to search for bugs in 1,000 programs using a pre-existing fuzzer and a standard PC? We consider this problem and show that a well-designed strategy that determines which programs to fuzz and for how long can greatly impact the number of…

Cryptography and Security · Computer Science 2025-01-28 Ivica Nikolic , Racchit Jain

Just-in-time (JIT) compilers are key components for many popular programming languages with managed runtimes (e.g., Java and JavaScript). JIT compilers perform optimizations and generate native code at runtime based on dynamic profiling…

Software Engineering · Computer Science 2026-03-09 Zijian Yi , Cheng Ding , August Shi , Milos Gligoric

Fixing software faults contributes significantly to the cost of software maintenance and evolution. Techniques for reducing these costs require datasets of software faults, as well as an understanding of the faults, for optimal testing and…

Software Engineering · Computer Science 2025-08-13 Dylan Callaghan , Alexandra van der Spuy , Bernd Fischer

Context: Modern software systems (e.g., Apache Spark) are usually written in multiple programming languages (PLs). There is little understanding on the phenomenon of multi-programming-language commits (MPLCs), which involve modified source…

Software Engineering · Computer Science 2023-11-16 Zengyang Li , Xiaoxiao Qi , Qinyi Yu , Peng Liang , Ran Mo , Chen Yang

Large language models are increasingly used for code generation and debugging, but their outputs can still contain bugs, that originate from training data. Distinguishing whether an LLM prefers correct code, or a familiar incorrect version…

Software Engineering · Computer Science 2026-01-16 Ali Al-Kaswan , Claudio Spiess , Prem Devanbu , Arie van Deursen , Maliheh Izadi

In this work, we propose a novel perspective to the problem of patch correctness assessment: a correct patch implements changes that "answer" to a problem posed by buggy behaviour. Concretely, we turn the patch correctness assessment into a…

Software Engineering · Computer Science 2022-09-02 Haoye Tian , Xunzhu Tang , Andrew Habib , Shangwen Wang , Kui Liu , Xin Xia , Jacques Klein , Tegawendé F. Bissyandé