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Many software analysis methods have come to rely on machine learning approaches. Code segmentation - the process of decomposing source code into meaningful blocks - can augment these methods by featurizing code, reducing noise, and limiting…

Software Engineering · Computer Science 2019-07-23 Jacob Dormuth , Ben Gelman , Jessica Moore , David Slater

Code search is a core software engineering task. Effective code search tools can help developers substantially improve their software development efficiency and effectiveness. In recent years, many code search studies have leveraged…

Software Engineering · Computer Science 2021-10-12 Chao Liu , Xin Xia , David Lo , Cuiyun Gao , Xiaohu Yang , John Grundy

To understand and explain process behaviour we need to be able to see it, and decide its significance, i.e. be able to tell a story about its behaviours. This paper describes a few of the modelling challenges that underlie monitoring and…

Multiagent Systems · Computer Science 2019-07-26 Mark Burgess

In today's data-driven era, deep learning is vital for processing massive datasets, yet single-device training is constrained by computational and memory limits. Distributed deep learning overcomes these challenges by leveraging multiple…

Software Engineering · Computer Science 2025-12-24 Xiaoxue Ma , Wanwei Zhan , Jiale Chen , Yishu Li , Jacky Keung , Federica Sarro

Background: In pair programming, Togetherness (the partners understand each other's mental state well) is a main success factor. Maintaining high Togetherness is an element of pair programming skill. Some sessions appear to go badly…

Software Engineering · Computer Science 2026-04-17 Linus Ververs , Janina Berger , Lutz Prechelt

Design of large software systems requires rigorous application of software engineering methods covering all phases of the software process. Debugging during the early design phases is extremely important, because late bug-fixes are…

Software Engineering · Computer Science 2007-05-23 Johann Schumann

Often, the first step in managing bug reports is related to triaging a bug to the appropriate developer who is best suited to understand, localize, and fix the target bug. Additionally, assigning a given bug to a particular part of a…

Software Engineering · Computer Science 2023-10-12 Atish Kumar Dipongkor , Kevin Moran

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

This article attempts to describe specific mental techniques that are related to resolving very complex tasks in software engineering. This subject may be familiar to some software specialists to different extents; however, there is…

Software Engineering · Computer Science 2012-01-30 Igor Kusakov

Background. Jupyter notebooks are one of the main tools used by data scientists. Notebooks include features (configuration scripts, markdown, images, etc.) that make them challenging to analyze compared to traditional software. As a result,…

Software Engineering · Computer Science 2025-07-28 Wenyuan Jiang , Diany Pressato , Harsh Darji , Thibaud Lutellier

The competent programmer hypothesis states that most programmers are competent enough to create correct or almost correct source code. Because this implies that bugs should usually manifest through small variations of the correct code, the…

Software Engineering · Computer Science 2023-05-17 Zaheed Ahmed , Eike Stein , Steffen Herbold , Fabian Trautsch , Jens Grabowski

Fully autonomous teams of LLM-powered AI agents are emerging that collaborate to perform complex tasks for users. What challenges do developers face when trying to build and debug these AI agent teams? In formative interviews with five AI…

Multiagent Systems · Computer Science 2025-03-06 Will Epperson , Gagan Bansal , Victor Dibia , Adam Fourney , Jack Gerrits , Erkang Zhu , Saleema Amershi

Edge computing requires the complex software interaction of geo-distributed, heterogeneous components. The growing research and industry interest in edge computing software systems has necessitated exploring ways of testing and evaluating…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-16 Tobias Pfandzelter , David Bermbach

Scrum, the most popular agile method and project management framework, is widely reported to be used, adapted, misused, and abused in practice. However, not much is known about how Scrum actually works in practice, and critically, where,…

Software Engineering · Computer Science 2021-03-30 Zainab Masood , Rashina Hoda , Kelly Blincoe

Background: Performance bugs can lead to severe issues regarding computation efficiency, power consumption, and user experience. Locating these bugs is a difficult task because developers have to judge for every costly operation whether…

Software Engineering · Computer Science 2017-07-03 Sebastian Baltes , Oliver Moseler , Fabian Beck , Stephan Diehl

Background: The need for empirical investigations in software engineering is growing. Many researchers nowadays, conduct and validate their solutions using empirical research. Survey is one empirical method which enables researchers to…

Software Engineering · Computer Science 2018-11-13 Ahmad Nauman Ghazi , Kai Petersen , Sri Sai Vijay Raj Reddy , Harini Nekkanti

Debugging is a critical aspect of LLM's coding ability. Early debugging efforts primarily focused on code-level analysis, which often falls short when addressing complex programming errors that require a deeper understanding of algorithmic…

Computation and Language · Computer Science 2025-10-30 Weiming Zhang , Qingyao Li , Xinyi Dai , Jizheng Chen , Kounianhua Du , Weiwen Liu , Yasheng Wang , Ruiming Tang , Yong Yu , Weinan Zhang

As Deep Neural Networks (DNNs) are rapidly being adopted within large software systems, software developers are increasingly required to design, train, and deploy such models into the systems they develop. Consequently, testing and…

Software Engineering · Computer Science 2023-01-30 Jinhan Kim , Nargiz Humbatova , Gunel Jahangirova , Paolo Tonella , Shin Yoo

The potential disconnect between research and practice in software engineering (SE) means that the uptake of research outcomes has at times been limited. In this paper we seek to identify research approaches that are rigorous in terms of…

Software Engineering · Computer Science 2021-01-12 Petteri Kaskenpalo , Stephen G. MacDonell

About 40% of software bug reports are duplicates of one another, which pose a major overhead during software maintenance. Traditional techniques often focus on detecting duplicate bug reports that are textually similar. However, in bug…

Software Engineering · Computer Science 2022-12-21 Sigma Jahan , Mohammad Masudur Rahman
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