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While experimental reproduction remains a pillar of the scientific method, we observe that the software best practices supporting the reproduction of machine learning ( ML ) research are often undervalued or overlooked, leading both to poor…

Software Engineering · Computer Science 2025-09-03 Moritz Wolter , Lokesh Veeramacheneni , Charles Tapley Hoyt

Deep Recommender Systems (DRS) are increasingly dependent on a large number of feature fields for more precise recommendations. Effective feature selection methods are consequently becoming critical for further enhancing the accuracy and…

Information Retrieval · Computer Science 2024-06-21 Pengyue Jia , Yejing Wang , Zhaocheng Du , Xiangyu Zhao , Yichao Wang , Bo Chen , Wanyu Wang , Huifeng Guo , Ruiming Tang

Software Engineering is a constantly evolving subject area that faces new challenges every day as it tries to automate newer business processes. One of the key challenges to the success of a software solution is attaining sustainability.…

Software Engineering · Computer Science 2019-10-15 Asif Imran , Tevfik Kosar

The organizations and researchers producing research software face a common problem of making their software sustainable beyond funding provided by a single research project. This is addressed by research software engineers through building…

Software Engineering · Computer Science 2024-06-05 Deekshitha , Rena Bakhshi , Jason Maassen , Carlos Martinez Ortiz , Rob van Nieuwpoort , Slinger Jansen

Technology organizations continuously invest in professional development, but face difficulties in transferring learning to project practice. This exploratory qualitative study investigates which improvements software engineering…

Software Engineering · Computer Science 2026-03-17 Rodrigo Siqueira , Danilo Monteiro Ribeiro

Research software plays a crucial role in advancing scientific knowledge, but ensuring its sustainability, maintainability, and long-term viability is an ongoing challenge. The Sustainable Research Software Institute (SRSI) Model has been…

Robots are being applied in a vast range of fields, leading researchers and practitioners to write tasks more complex than in the past. The robot software complexity increases the difficulty of engineering the robot's software components…

Robotics · Computer Science 2021-02-26 Marcela G. dos Santos , Fabio Petrillo

As research increasingly relies on computational methods, the reliability of scientific results depends on the quality, reproducibility, and transparency of research software. Ensuring these qualities is critical for scientific integrity…

Software Engineering · Computer Science 2025-10-14 Evan Eisinger , Michael A. Heroux

Research shows, that the major issue in development of quality software is precise estimation. Further this estimation depends upon the degree of intricacy inherent in the software i.e. complexity. This paper attempts to empirically…

Software Engineering · Computer Science 2010-06-16 Ashish Sharma , D. S. Kushwaha

Research software -- specialist software used to support or undertake research -- is of huge importance to researchers. It contributes to significant advances in the wider world and requires collaboration between people with diverse skills…

Software Engineering · Computer Science 2021-06-22 Neil P. Chue Hong , Jeremy Cohen , Caroline Jay

The social context in relation to energy policies, energy supply, and sustainability concerns as well as advances in more energy-efficient technologies is driving a need for a change in the manufacturing sector. The main purpose of this…

Optimization and Control · Mathematics 2023-08-31 Ahmed Missaoui , Cemalettin Ozturk , Barry O'Sullivan , Michele Garraffa

With the advent of open source software, a veritable treasure trove of previously proprietary software development data was made available. This opened the field of empirical software engineering research to anyone in academia. Data that is…

Software Engineering · Computer Science 2022-04-19 Adam Tutko , Austin Z. Henley , Audris Mockus

Context: Empirical Software Engineering (ESE) faces increasing challenges due to data scale, methodological complexity, and reproducibility concerns. Large Language Models (LLMs) have emerged as promising tools to support empirical…

Software Engineering · Computer Science 2026-04-30 Victoria Gomes , Delaney Selb , Fabio Palomba , Rodrigo Spinola , David Lo

Nowadays, software is pervasive in our everyday lives. Its sustainability and environmental impact have become major factors to be considered in the development of software systems. Millennials-the newer generation of university…

Software Engineering · Computer Science 2017-03-06 Damiano Torre , Giuseppe Procaccianti , Davide Fucci , Sonja Lutovac , Giuseppe Scanniello

Research software is essential to modern science, yet many research-performing organisations lack coherent policies to support its development, sustainability, and recognition. Despite its central role in research outcomes, research…

Software Engineering · Computer Science 2025-11-27 Michelle Barker , Jeremy Cohen , Pedro Hernández Serrano , Daniel S. Katz , Kim Martin , Dan Rudmann , Hugh Shanahan

Sequential Recommender Systems (SRSs) have emerged as a highly efficient approach to recommendation systems. By leveraging sequential data, SRSs can identify temporal patterns in user behaviour, significantly improving recommendation…

The increasing global demand for electricity and the imperative of achieving sustainable and net-zero energy solutions have underscored the importance of exploring alternative sources. Enhanced Geothermal Systems (EGS) have emerged as a…

Geophysics · Physics 2024-02-26 Orkhan Khankishiyev , Saeed Salehi

Background: Research software is software developed by and/or used by researchers, across a wide variety of domains, to perform their research. Because of the complexity of research software, developers cannot conduct exhaustive testing. As…

Software Engineering · Computer Science 2021-10-29 Nasir U. Eisty , Jeffrey C. Carver

In computational science and in computer science, research software is a central asset for research. Computational science is the application of computer science and software engineering principles to solving scientific problems, whereas…

Software Engineering · Computer Science 2019-08-19 Wilhelm Hasselbring , Leslie Carr , Simon Hettrick , Heather Packer , Thanassis Tiropanis

The rapid expansion of software development has significant environmental, technical, social, and economic impacts. Achieving the United Nations Sustainable Development Goals by 2030 compels developers to adopt sustainable practices.…

Software Engineering · Computer Science 2025-10-13 Mandira Roy , Novarun Deb , Nabendu Chaki , Agostino Cortesi