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The automatic collection of stack traces in bug tracking systems is an integral part of many software projects and their maintenance. However, such reports often contain a lot of duplicates, and the problem of de-duplicating them into…

Software Engineering · Computer Science 2022-05-03 Nikolay Karasov , Aleksandr Khvorov , Roman Vasiliev , Yaroslav Golubev , Timofey Bryksin

Bug reports help software development teams enhance software quality, yet their utility is often compromised by unclear or incomplete information. This issue not only hinders developers' ability to quickly understand and resolve bugs but…

Software Engineering · Computer Science 2025-04-29 Jagrit Acharya , Gouri Ginde

Bug tracking systems play a crucial role in software maintenance, yet developers frequently struggle with low-quality user-submitted reports that omit essential details such as Steps to Reproduce (S2R), Observed Behavior (OB), and Expected…

Software Engineering · Computer Science 2026-04-30 Emre Furkan Akyol , Mehmet Dedeler , Eray Tüzün

Random testing has proven to be an effective technique for compiler validation. However, the debugging of bugs identified through random testing presents a significant challenge due to the frequent occurrence of duplicate test programs that…

Software Engineering · Computer Science 2026-01-28 Xintong Zhou , Zhenyang Xu , Yongqiang Tian , Chengnian Sun

As part of the process of resolving issues submitted by users via bug reports, Android developers attempt to reproduce and observe the failures described by the bug report. Due to the low-quality of bug reports and the complexity of modern…

Software Engineering · Computer Science 2023-01-20 Zhaoxu Zhang , Robert Winn , Yu Zhao , Tingting Yu , William G. J. Halfond

Bug reports are vital for software maintenance that allow users to inform developers of the problems encountered while using software. However, it is difficult for non-technical users to write clear descriptions about the bug occurrence.…

Software Engineering · Computer Science 2022-04-20 Sidong Feng , Chunyang Chen

Database Management System (DBMS) fuzzing is an automated testing technique aimed at detecting errors and vulnerabilities in DBMSs by generating, mutating, and executing test cases. It not only reduces the time and cost of manual testing…

Databases · Computer Science 2023-11-14 Xiyue Gao , Zhuang Liu , Jiangtao Cui , Hui Li , Hui Zhang , Kewei Wei , Kankan Zhao

The same defect can be rediscovered by multiple clients, causing unplanned outages and leading to reduced customer satisfaction. In the case of popular open source software, high volume of defects is reported on a regular basis. A large…

Software Engineering · Computer Science 2017-06-14 Mefta Sadat , Ayse Basar Bener , Andriy V. Miranskyy

One of the primary mechanisms by which developers receive feedback about in-field failures of software from users is through bug reports. Unfortunately, the quality of manually written bug reports can vary widely due to the effort required…

Software Engineering · Computer Science 2022-03-24 Mattia Fazzini , Kevin Moran , Carlos Bernal Cardenas , Tyler Wendland , Alessandro Orso , Denys Poshyvanyk

Static bug finders have been widely-adopted by developers to find bugs in real world software projects. They leverage predefined heuristic static analysis rules to scan source code or binary code of a software project, and report violations…

Software Engineering · Computer Science 2021-12-24 Junjie Wang , Yuchao Huang , Song Wang , Qing Wang

Bug Reproduction Tests (BRTs) have been used in many Automated Program Repair (APR) systems, primarily for validating promising fixes and aiding fix generation. In practice, when developers submit a patch, they often implement the BRT…

Software Engineering · Computer Science 2026-04-01 Runxiang Cheng , Michele Tufano , José Cambronero , Renyao Wei , Sherry Shi , Grant Uy , Pat Rondon , Franjo Ivančić

Reproducing system-level concurrency bugs requires both input data and the precise interleaving order of system calls. This process is challenging because such bugs are non-deterministic, and bug reports often lack the detailed information…

Software Engineering · Computer Science 2026-01-15 Tarannum Shaila Zaman , Zhihui Yan , Chen Wang , Chadni Islam , Jiangfan Shi , Tingting Yu

This is the world of information. The ever growing field Information Technology has its many advanced notable features which made it what it was now today. In this world, the information has to be processed, clearly distributed and must be…

Software Engineering · Computer Science 2013-09-06 A. S. Syed Fiaz , N. Devi , S. Aarthi

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

Automatic Program Repair (APR) is a brilliant idea: when detecting a bug, also provide suggestions for correcting the program. Progress towards that goal is hindered by the absence of a common frame of reference for the multiplicity of APR…

Software Engineering · Computer Science 2025-02-28 Victoria Kananchuk , Ilgiz Mustafin , Bertrand Meyer

Case Based Reasoning (CBR) is an intelligent way of thinking based on experience and capitalization of already solved cases (source cases) to find a solution to a new problem (target case). Retrieval phase consists on identifying source…

Artificial Intelligence · Computer Science 2012-11-20 Ibrahim El Bitar , Fatima-Zahra Belouadha , Ounsa Roudies

Multivariate Time Series Anomaly Detection (MTSAD) is critical for real-world monitoring scenarios such as industrial control and aerospace systems. Mainstream reconstruction-based anomaly detection methods suffer from two key limitations:…

Machine Learning · Computer Science 2026-04-13 Jun Liu , Ying Chen , Ziqian Lu , Qinyue Tong , Jun Tang

Bug reports often lack sufficient detail for developers to reproduce and fix the underlying defects. Bug Reproduction Tests (BRTs), tests that fail when the bug is present and pass when it has been resolved, are crucial for debugging, but…

Software Engineering · Computer Science 2025-03-12 Runxiang Cheng , Michele Tufano , Jürgen Cito , José Cambronero , Pat Rondon , Renyao Wei , Aaron Sun , Satish Chandra

Nowadays, development teams often rely on tools such as Jira or Bugzilla to manage backlogs of issues to be solved to develop or maintain software. Although they relate to many different concerns (e.g., bug fixing, new feature development,…

Software Engineering · Computer Science 2021-03-24 Quentin Perez , Pierre-Antoine Jean , Christelle Urtado , Sylvain Vauttier

When a bug manifests in a user-facing application, it is likely to be exposed through the graphical user interface (GUI). Given the importance of visual information to the process of identifying and understanding such bugs, users are…

Software Engineering · Computer Science 2021-02-08 Nathan Cooper , Carlos Bernal-Cárdenas , Oscar Chaparro , Kevin Moran , Denys Poshyvanyk