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We are trying to find source code comments that help programmers understand a nontrivial part of source code. One of such examples would be explaining to assign a zero as a way to "clear" a buffer. Such comments are invaluable to…

Software Engineering · Computer Science 2022-03-18 Yusuke Shinyama , Yoshitaka Arahori , Katsuhiko Gondow

Professional software developers spend a significant amount of time fixing builds, but this has received little attention as a problem in automatic program repair. We present a new deep learning architecture, called Graph2Diff, for…

Training a deep learning model on source code has gained significant traction recently. Since such models reason about vectors of numbers, source code needs to be converted to a code representation before vectorization. Numerous approaches…

Software Engineering · Computer Science 2022-07-18 Marjane Namavar , Noor Nashid , Ali Mesbah

Context: Recent research has used data mining to develop techniques that can guide developers through source code changes. To the best of our knowledge, very few studies have investigated data mining techniques and--or compared their…

Software Engineering · Computer Science 2023-05-02 AmirHossein Naghshzan , Saeed Khalilazar , Pierre Poilane , Olga Baysal , Latifa Guerrouj , Foutse Khomh

Developing interactive software, such as websites or games, is a particularly engaging way to learn computer science. However, teaching and giving feedback on such software is time-consuming -- standard approaches require instructors to…

Machine Learning · Computer Science 2022-11-17 Evan Zheran Liu , Moritz Stephan , Allen Nie , Chris Piech , Emma Brunskill , Chelsea Finn

Code churn refers to the measure of the amount of code added, modified, or deleted in a project and is often used to assess codebase stability and maintainability. Program comprehension or how understandable the changes are, is equally…

Software Engineering · Computer Science 2024-10-10 Ani Hovhannisyan , Youmei Fan , Gema Rodriguez-Perez , Raula Gaikovina Kula

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

Refactoring aims at improving code non-functional attributes without modifying its external behavior. Previous studies investigated the motivations behind refactoring by surveying developers. With the aim of generalizing and complementing…

Two key contributions presented in this paper are: i) A method for building a dataset containing source code features extracted from source files taken from Open Source Software (OSS) and associated bug reports, ii) A predictive model for…

Software Engineering · Computer Science 2018-09-13 Ritu Kapur , Balwinder Sodhi

Computer programs often behave differently under different compilers or in different computing environments. Relative debugging is a collection of techniques by which these differences are analysed. Differences may arise because of…

Software Engineering · Computer Science 2013-04-12 John Collins , Brian Farrimond , David Flower , Mark Anderson , David Gill

Context: In the realm of software development, maintaining high software quality is a persistent challenge. However, this challenge is often impeded by the lack of comprehensive understanding of how specific code modifications influence…

Software Engineering · Computer Science 2024-04-08 Thomas Karanikiotis , Andreas L. Symeonidis

Bug finding tools can find defects in software source code us- ing an automated static analysis. This automation may be able to reduce the time spent for other testing and review activities. For this we need to have a clear understanding of…

Software Engineering · Computer Science 2017-11-15 Stefan Wagner , Jan Jürjens , Claudia Koller , Peter Trischberger

Consistency is one of the keys to maintainable source code and hence a successful software project. We propose a novel method of extracting the intent of programmers from source code of a large project (~300kLOC) and checking the semantic…

Software Engineering · Computer Science 2022-03-21 Yusuke Shinyama , Yoshitaka Arahori , Katsuhiko Gondow

Outdated documentation is a pervasive problem in software development, preventing effective use of software, and misleading users and developers alike. We posit that one possible reason why documentation becomes out of sync so easily is…

Software Engineering · Computer Science 2022-12-06 Wen Siang Tan , Markus Wagner , Christoph Treude

Recently, automatic code comment generation is proposed to facilitate program comprehension. Existing code comment generation techniques focus on describing the functionality of the source code. However, there are other aspects such as…

Software Engineering · Computer Science 2018-07-09 Mohammad Masudur Rahman , Chanchal K. Roy , Iman Keivanloo

Code super-optimization is the task of transforming any given program to a more efficient version while preserving its input-output behaviour. In some sense, it is similar to the paraphrase problem from natural language processing where the…

Machine Learning · Computer Science 2017-06-29 Rudy Bunel , Alban Desmaison , M. Pawan Kumar , Philip H. S. Torr , Pushmeet Kohli

This research paper aims to find, analyze and understand code patterns in any software system and measure its quality by defining standards and proposing a formula for the same. Every code that is written can be divided into different code…

Software Engineering · Computer Science 2011-07-01 Jitesh Dundas

The continuous evolution of software projects necessitates the implementation of changes to enhance performance and reduce defects. This research explores effective strategies for learning and implementing useful changes in software…

Software Engineering · Computer Science 2025-04-18 Kartik Gupta

How can an end-user provide feedback if a deployed structured prediction model generates inconsistent output, ignoring the structural complexity of human language? This is an emerging topic with recent progress in synthetic or constrained…

Artificial Intelligence · Computer Science 2021-12-17 Niket Tandon , Aman Madaan , Peter Clark , Keisuke Sakaguchi , Yiming Yang

There are often multiple ways to implement the same requirement in source code. Different implementation choices can result in code snippets that are similar, and have been defined in multiple ways: code clones, examples, simions and…

Software Engineering · Computer Science 2020-06-16 Venkatesh Vinayakarao , Devika Sondhi , Sumit Keswani , Rahul Purandare , Anita Sarma