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Context: Forgetting is defined as a gradual process of losing information. Even though there are many studies demonstrating the effect of forgetting in software development, to the best of our knowledge, no study explores the impact of…

Software Engineering · Computer Science 2022-04-19 Utku Ünal , Eray Tüzün , Tamer Gezici , Ausaf Ahmed Farooqui

Reproducing published deep learning papers to validate their conclusions can be difficult due to sources of irreproducibility. We investigate the impact that implementation factors have on the results and how they affect reproducibility of…

Artificial Intelligence · Computer Science 2023-12-12 Kevin Coakley , Christine R. Kirkpatrick , Odd Erik Gundersen

With the increasing complexity of large-scale software systems, identifying all necessary modifications for a specific change is challenging. Co-changed methods, which are methods frequently modified together, are crucial for understanding…

Software Engineering · Computer Science 2024-12-02 Yiping Jia , Safwat Hassan , Ying Zou

The automatic generation of source code is one of the long-lasting dreams in software engineering research. Several techniques have been proposed to speed up the writing of new code. For example, code completion techniques can recommend to…

Software Engineering · Computer Science 2023-02-09 Matteo Ciniselli , Luca Pascarella , Emad Aghajani , Simone Scalabrino , Rocco Oliveto , Gabriele Bavota

The sound identification of refactoring opportunities is still an open problem in software engineering. Recent studies have shown the effectiveness of machine learning models in recommending methods that should undergo different refactoring…

Software Engineering · Computer Science 2021-07-23 David van der Leij , Jasper Binda , Robbert van Dalen , Pieter Vallen , Yaping Luo , Maurício Aniche

Code cloning is not only assumed to inflate maintenance costs but also considered defect-prone as inconsistent changes to code duplicates can lead to unexpected behavior. Consequently, the identification of duplicated code, clone detection,…

Software Engineering · Computer Science 2017-11-15 Elmar Juergens , Florian Deissenboeck , Benjamin Hummel , Stefan Wagner

GitHub introduced the suggestion feature to enable reviewers to explicitly suggest code modifications in pull requests. These suggestions make the reviewers' feedback more actionable for the submitters and represent a valuable knowledge for…

Software Engineering · Computer Science 2025-02-10 Abir Bouraffa , Yen Dieu Pham , Walid Maalej

Tangled code changes, commits that conflate unrelated modifications such as bug fixes, refactorings, and enhancements, introduce significant noise into bug datasets and adversely affect the performance of bug prediction models. Addressing…

Software Engineering · Computer Science 2025-10-28 Md Nahidul Islam Opu , Shaowei Wang , Shaiful Chowdhury

Influence functions estimate the effect of removing a training point on a model without the need to retrain. They are based on a first-order Taylor approximation that is guaranteed to be accurate for sufficiently small changes to the model,…

Machine Learning · Computer Science 2019-11-22 Pang Wei Koh , Kai-Siang Ang , Hubert H. K. Teo , Percy Liang

This paper suggests that by operationalizing the concept of commitment in the shape of a model, a new insight is provided in improving software processes - a more human centered approach as opposed to various technical approaches available.…

Software Engineering · Computer Science 2019-03-27 Pekka Abrahamsson

The relevance of code comprehension in a developer's daily work was recognized more than 40 years ago. Consequently, many experiments were conducted to find out how developers could be supported during code comprehension and which code…

Software Engineering · Computer Science 2024-06-27 Marvin Wyrich , Justus Bogner , Stefan Wagner

Although peer code review is widely adopted in both commercial and open source development, existing studies suggest that such code reviews often contain a significant amount of non-useful review comments. Unfortunately, to date, no tools…

Software Engineering · Computer Science 2018-07-13 Mohammad Masudur Rahman , Chanchal K. Roy , Raula G. Kula

The rise of large language models for code has reshaped software development. Autonomous coding agents, able to create branches, open pull requests, and perform code reviews, now actively contribute to real-world projects. Their growing…

Software Engineering · Computer Science 2026-04-02 Razvan Mihai Popescu , David Gros , Andrei Botocan , Rahul Pandita , Prem Devanbu , Maliheh Izadi

In this paper, we propose an assertion-based approach to capture software evolution, through the notion of commit-relevant specification. A commit-relevant specification summarises the program properties that have changed as a consequence…

Software Engineering · Computer Science 2023-01-31 Renzo Degiovanni , Facundo Molina , Agustin Nolasco , Nazareno Aguirre , Mike Papadakis

Effective software testing is critical for producing reliable and secure software, yet many computer science students struggle to master the foundational concepts required to construct comprehensive test suites. While automated feedback…

Software Engineering · Computer Science 2025-10-02 Shiza Andleeb , Teo Mendoza , Lucas Cordova , Gursimran Walia , Jeffrey C. Carver

During software evolution, developers commonly face the problem of mapping a specific code region from one commit to another. For example, they may want to determine how the condition of an if-statement, a specific line in a configuration…

Software Engineering · Computer Science 2025-11-10 Huimin Hu , Michael Pradel

In software development and maintenance, code comments can help developers understand source code, and improve communication among developers. However, developers sometimes neglect to update the corresponding comment when changing the code,…

Software Engineering · Computer Science 2024-03-04 Yuan Huang , Yinan Chen , Xiangping Chen , Xiaocong Zhou

Software refactoring plays an important role in software engineering. Developers often turn to refactoring when they want to restructure software to improve its quality without changing its external behavior. Studies show that small-scale…

Software Engineering · Computer Science 2022-02-16 James Ivers , Robert L. Nord , Ipek Ozkaya , Chris Seifried , Christopher S. Timperley , Marouane Kessentini

Existing methods for measuring training sample influence on models only provide static, overall measurements, overlooking how sample influence changes during training. We propose Dynamic Influence Tracker (DIT), which captures the…

Machine Learning · Statistics 2025-02-18 Jie Xu , Zihan Wu

Developers spend 70% of their time understanding code. Code that is easy to read can save time, while hard-to-read code can lead to the introduction of bugs. However, it is difficult to establish what makes code more understandable.…

Software Engineering · Computer Science 2021-10-05 Delano Oliveira