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As reproducibility becomes a greater concern, conferences have largely converged to a strategy of asking reviewers to indicate whether code was attached to a submission. This is part of a larger trend of taking action based on assumed…

Machine Learning · Computer Science 2022-04-12 Edward Raff , Andrew L. Farris

With the rapid growth of Web-based academic publications, more and more papers are being published annually, making it increasingly difficult to find relevant prior work. Citation prediction aims to automatically suggest appropriate…

Peer review is a cornerstone of scientific publishing, including at premier machine learning conferences such as ICLR. As submission volumes increase, understanding the nature and dynamics of the review process is crucial for improving its…

Computers and Society · Computer Science 2025-11-20 Amir Hossein Kargaran , Nafiseh Nikeghbal , Jing Yang , Nedjma Ousidhoum

Reproducibility should be a cornerstone of scientific research and is a growing concern among the scientific community and the public. Understanding how to design services and tools that support documentation, preservation and sharing is…

Human-Computer Interaction · Computer Science 2019-03-15 Sebastian S. Feger , Sünje Dallmeier-Tiessen , Albrecht Schmidt , Paweł W. Woźniak

Platforms such as Stack Overflow are available for software practitioners to solicit solutions to their challenges and knowledge needs. The practices therein have in recent times however triggered quality related concerns. This is a…

Software Engineering · Computer Science 2020-10-26 Sarah Meldrum , Sherlock A. Licorish , Bastin Tony Roy Savarimuthu

The ascent of scaling in artificial intelligence research has revolutionized the field over the past decade, yet it presents significant challenges for academic researchers, particularly in computational social science and critical…

Computers and Society · Computer Science 2025-04-24 Bolun Zhang , Yang Shen , Linzhuo Li , Yu Ji , Di Wu , Tongyu Wu , Lianghao Dai

The discipline of software engineering (SE) combines social and technological dimensions. It is an interdisciplinary research field. However, interdisciplinary research submitted to software engineering venues may not receive the same level…

Software Engineering · Computer Science 2025-01-14 Sonja M. Hyrynsalmi , Grischa Liebel , Ronnie de Souza Santos , Sebastian Baltes

The tremendous advances in computer science in the last few decades have provided the platform to address and solve complex problems using interdisciplinary research. In this paper, we investigate how the extent of interdisciplinarity in…

Digital Libraries · Computer Science 2017-10-18 Tanmoy Chakraborty

Reproducibility, the ability to reproduce the results of published papers or studies using their computer code and data, is a cornerstone of reliable scientific methodology. Studies where results cannot be reproduced by the scientific…

Applications · Statistics 2022-10-03 Xin Xiong , Ivor Cribben

In the online continual learning paradigm, agents must learn from a changing distribution while respecting memory and compute constraints. Experience Replay (ER), where a small subset of past data is stored and replayed alongside new data,…

Machine Learning · Computer Science 2022-05-03 Lucas Caccia , Rahaf Aljundi , Nader Asadi , Tinne Tuytelaars , Joelle Pineau , Eugene Belilovsky

Context: Grey Literature (GL) recently has grown in Software Engineering (SE) research since the increased use of online communication channels by software engineers. However, there is still a limited understanding of how SE research is…

Replication crises have shaken the scientific landscape during the last decade. As potential solutions, open science practices were heavily discussed and have been implemented with varying success in different disciplines. We argue that…

Computers and Society · Computer Science 2023-10-05 David Schoch , Chung-hong Chan , Claudia Wagner , Arnim Bleier

The low replication rate of published studies has long concerned the social science community, making understanding the replicability a critical problem. Several studies have shown that relevant research communities can make predictions…

Human-Computer Interaction · Computer Science 2022-11-08 Juntao Wang , Jonathan Lei , Anna Dreber , Michael Gordon , Magnus Johannesson , Thomas Pfeiffer , Yiling Chen

Graduate courses can provide specialized knowledge for Ph.D. and Master's students and contribute to develop their hard and soft skills. At the same time, Systematic Literature Review (SLR) has been increasingly adopted in the computing…

Context: With the rising complexity and scale of software systems, there is an ever-increasing demand for sophisticated and cost-effective software testing. To meet such a demand, there is a need for a highly-skilled software testing…

Software Engineering · Computer Science 2020-03-10 Vahid Garousi , Austen Rainer , Per Lauvås , Andrea Arcuri

Background: One of the most important current challenges of Software Engineering (SE) research is to provide relevant evidence to practice. In health related fields, Rapid Reviews (RRs) have shown to be an effective method to achieve that…

Software Engineering · Computer Science 2019-06-28 Bruno Cartaxo , Gustavo Pinto , Baldoino Fonseca , Márcio Ribeiro , Pedro Pinheiro , Sergio Soares , Maria Teresa Baldassarre

Although reproducibility is a core tenet of the scientific method, it remains challenging to reproduce many results. Surprisingly, this also holds true for computational results in domains such as systems biology where there have been…

Quantitative Methods · Quantitative Biology 2021-04-13 Michael L. Blinov , John H. Gennari , Jonathan R. Karr , Ion I. Moraru , David P. Nickerson , Herbert M. Sauro

Many recent improvements in NLP stem from the development and use of large pre-trained language models (PLMs) with billions of parameters. Large model sizes makes computational cost one of the main limiting factors for training and…

In the last decade, Single-Board Computers (SBCs) have been employed more frequently in engineering and computer science both to technical and educational levels. Several factors such as the versatility, the low-cost, and the possibility to…

Computers and Society · Computer Science 2022-04-01 Jonathan Álvarez Ariza , Heyson Baez

Domain-specific named entity recognition (NER) on Computer Science (CS) scholarly articles is an information extraction task that is arguably more challenging for the various annotation aims that can beset the task and has been less studied…

Computation and Language · Computer Science 2022-11-15 Jennifer D'Souza , Sören Auer