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Large Language Models (LLMs) have revolutionized intelligent application development. While standalone LLMs cannot perform any actions, LLM agents address the limitation by integrating tools. However, debugging LLM agents is difficult and…

Software Engineering · Computer Science 2026-04-28 Niful Islam , Ragib Shahriar Ayon , Deepak George Thomas , Shibbir Ahmed , Mohammad Wardat

More and more users and developers are using Issue Tracking Systems (ITSs) to report issues, including bugs, feature requests, enhancement suggestions, etc. Different information, however, is gathered from users when issues are reported on…

Software Engineering · Computer Science 2019-09-04 Yuxiang Zhu , Minxue Pan , Yu Pei , Tian Zhang

The momentum gained by microservices and cloud-native software architecture pushed nowadays enterprise IT towards multi-service applications. The proliferation of services and service interactions within applications, often consisting of…

Software Engineering · Computer Science 2021-05-27 Jacopo Soldani , Antonio Brogi

Providing feedback is an integral part of teaching. Most open online courses on programming make use of automated grading systems to support programming assignments and give real-time feedback. These systems usually rely on test results to…

Software Engineering · Computer Science 2019-05-30 Rahul Gupta , Aditya Kanade , Shirish Shevade

Reversible debuggers have been developed at least since 1970. Such a feature is useful when the cause of a bug is close in time to the bug manifestation. When the cause is far back in time, one resorts to setting appropriate breakpoints in…

Software Engineering · Computer Science 2012-12-21 Kapil Arya , Tyler Denniston , Ana-Maria Visan , Gene Cooperman

Debugging is an essential skill when learning to program, yet its instruction and emphasis often vary widely across introductory courses. In the era of code-generating large language models (LLMs), the ability for students to reason about…

Software Engineering · Computer Science 2024-11-26 Victor-Alexandru Pădurean , Paul Denny , Adish Singla

Software bugs in a production environment have an undesirable impact on quality of service, unplanned system downtime, and disruption in good customer experience, resulting in loss of revenue and reputation. Existing approaches to automated…

Software Engineering · Computer Science 2020-02-21 Anusha Bableshwar , Arun Ravindran , Manoj Iyer

Bugs are prevalent in software development. To improve software quality, bugs are filed using a bug tracking system. Properties of a reported bug would consist of a headline, description, project, product, component that is affected by the…

Software Engineering · Computer Science 2020-01-29 Amit Kumar , Manohar Madanu , Hari Prakash , Lalitha Jonnavithula , Srinivasa Rao Aravilli

Code contains security and functional bugs. The process of identifying and localizing them is difficult and relies on human labor. In this work, we present a novel approach (FLAG) to assist human debuggers. FLAG is based on the lexical…

Cryptography and Security · Computer Science 2023-06-23 Baleegh Ahmad , Benjamin Tan , Ramesh Karri , Hammond Pearce

Observability in cloud infrastructure is critical for service providers, driving the widespread adoption of anomaly detection systems for monitoring metrics. However, existing systems often struggle to simultaneously achieve explainability,…

Machine Learning · Computer Science 2025-01-27 Yile Gu , Yifan Xiong , Jonathan Mace , Yuting Jiang , Yigong Hu , Baris Kasikci , Peng Cheng

Fixing bugs in large programs is a challenging task that demands substantial time and effort. Once a bug is found, it is reported to the project maintainers, who work with the reporter to fix it and eventually close the issue. However,…

Software Engineering · Computer Science 2025-10-17 Qiushi Wu , Yue Xiao , Dhilung Kirat , Kevin Eykholt , Jiyong Jang , Douglas Lee Schales

Modern scientific discovery increasingly relies on workflows that process data across the Edge, Cloud, and High Performance Computing (HPC) continuum. Comprehensive and in-depth analyses of these data are critical for hypothesis validation,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-24 Renan Souza , Timothy Poteet , Brian Etz , Daniel Rosendo , Amal Gueroudji , Woong Shin , Prasanna Balaprakash , Rafael Ferreira da Silva

Failure-inducing inputs play a crucial role in diagnosing and analyzing software bugs. Bug reports typically contain these inputs, which developers extract to facilitate debugging. Since bug reports are written in natural language, prior…

Software Engineering · Computer Science 2025-12-16 Alif Al Hasan , Subarna Saha , Mia Mohammad Imran , Tarannum Shaila Zaman

Researchers have developed numerous debugging approaches to help programmers in the debugging process, but these approaches are rarely used in practice. In this paper, we investigate how programmers debug their code and what researchers…

Software Engineering · Computer Science 2021-03-24 Thomas Hirsch , Birgit Hofer

Bugs are essential in software engineering; many research studies in the past decades have been proposed to detect, localize, and repair bugs in software systems. Effectiveness evaluation of such techniques requires complex bugs, i.e.,…

Software Engineering · Computer Science 2025-09-10 Ali Reza Ibrahimzada , Yang Chen , Ryan Rong , Reyhaneh Jabbarvand

Considerable effort in software research and practice is spent on bugs. Finding, reporting, tracking, triaging, attempting to fix them automatically, detecting "bug smells" -these comprise a substantial portion of large projects' time and…

Software Engineering · Computer Science 2024-02-14 David Gray Widder , Claire Le Goues

Large language models (LLMs) have become central to modern AI workflows, powering applications from open-ended text generation to complex agent-based reasoning. However, debugging these models remains a persistent challenge due to their…

Analytic software tools and workflows are increasing in capability, complexity, number, and scale, and the integrity of our workflows is as important as ever. Specifically, we must be able to inspect the process of analytic workflows to…

Artificial Intelligence · Computer Science 2020-11-10 Scott Friedman , Jeff Rye , David LaVergne , Dan Thomsen , Matthew Allen , Kyle Tunis

Debugging is commonly understood as finding and fixing the cause of a problem. But what does ``cause'' mean? How can we find causes? How can we prove that a cause is a cause--or even ``the'' cause? This paper defines common terms in…

Software Engineering · Computer Science 2007-05-23 Andreas Zeller

For teachers, automated tool support for debugging and assessing their students' programming assignments is a great help in their everyday business. For block-based programming languages which are commonly used to introduce younger learners…

Software Engineering · Computer Science 2021-03-16 Nina Körber
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