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With the proliferation of large language model (LLM) applications since 2022, their use in education has sparked both excitement and concern. Recent studies consistently highlight students' (mis)use of LLMs can hinder learning outcomes.…

Human-Computer Interaction · Computer Science 2025-07-01 Ruiwei Xiao , Xinying Hou , Runlong Ye , Majeed Kazemitabaar , Nicholas Diana , Michael Liut , John Stamper

Algorithmic bias is a major issue in machine learning models in educational contexts. However, it has not yet been studied thoroughly in Asian learning contexts, and only limited work has considered algorithmic bias based on regional…

Continual learning is essential for all real-world applications, as frozen pre-trained models cannot effectively deal with non-stationary data distributions. The purpose of this study is to review the state-of-the-art methods that allow…

Machine Learning · Computer Science 2022-02-28 Khadija Shaheen , Muhammad Abdullah Hanif , Osman Hasan , Muhammad Shafique

Metaheuristics have gained great success in academia and practice because their search logic can be applied to any problem with available solution representation, solution quality evaluation, and certain notions of locality. Manually…

Neural and Evolutionary Computing · Computer Science 2024-02-22 Qi Zhao , Qiqi Duan , Bai Yan , Shi Cheng , Yuhui Shi

Language models for code (CodeLMs) have emerged as powerful tools for code-related tasks, outperforming traditional methods and standard machine learning approaches. However, these models are susceptible to security vulnerabilities, drawing…

Software Engineering · Computer Science 2025-05-20 Yuchen Chen , Weisong Sun , Chunrong Fang , Zhenpeng Chen , Yifei Ge , Tingxu Han , Quanjun Zhang , Yang Liu , Zhenyu Chen , Baowen Xu

Skills in the field of computer science (CS) are increasingly in demand. Often traditional teaching approaches are not sufficient to teach complex computational concepts. Interactive and digital learning experiences have been shown as…

Emerging Technologies · Computer Science 2024-06-06 Michael Holly , Jannik Hildebrandt , Johanna Pirker

Programmers' mental models represent their knowledge and understanding of programs, programming concepts, and programming in general. They guide programmers' work and influence their task performance. Understanding mental models is…

Software Engineering · Computer Science 2022-12-16 Ava Heinonen , Bettina Lehtelä , Arto Hellas , Fabian Fagerholm

Creative coding is a rapidly expanding domain for both artistic expression and computational education. Numerous libraries and IDEs support creative coding, however there has been little consideration of how the environments themselves…

Human-Computer Interaction · Computer Science 2023-02-01 Andrew McNutt , Anton Outkine , Ravi Chugh

Despite AI tools becoming increasingly embedded in academic practice, little is known about how university students integrate them into their writing processes. We examine how students engage with AI across different writing tasks, and how…

Human-Computer Interaction · Computer Science 2026-04-29 Silvia Bodei , Duncan P. Brumby , Katie Fisher , Jon Mella

The aim of this study is to construct and compose an instructional design in combinatorial learning, particularly in the concept of counting. A composed design is expected to optimize students' combinatorial-thinking skill. This research…

History and Overview · Mathematics 2021-04-02 I. R. Ihsan , N. Karjanto

The increasing use of Artificial Intelligence (AI) by students in learning presents new challenges for assessing their learning outcomes in project-based learning (PBL). This paper introduces a co-design study to explore the potential of…

Human-Computer Interaction · Computer Science 2024-01-30 Chengbo Zheng , Kangyu Yuan , Bingcan Guo , Reza Hadi Mogavi , Zhenhui Peng , Shuai Ma , Xiaojuan Ma

Adaptive remote instruction has led to important lessons for the future, including rediscovery of known pedagogical principles in new contexts and new insights for supporting remote learning. Studying one computer science department that…

Computers and Society · Computer Science 2022-03-18 Maxwell Bigman , Yosefa Gilon , Jenny Han , John C Mitchell

Collaboration skills are important for future software engineers. In computer science education, these skills are often practiced through group assignments, where students develop software collaboratively. The approach that students take in…

Computers and Society · Computer Science 2021-03-17 Anna van der Meulen , Efthimia Aivaloglou

Training machine learning models in a meaningful order, from the easy samples to the hard ones, using curriculum learning can provide performance improvements over the standard training approach based on random data shuffling, without any…

Machine Learning · Computer Science 2022-04-12 Petru Soviany , Radu Tudor Ionescu , Paolo Rota , Nicu Sebe

The advancements in machine learning techniques have encouraged researchers to apply these techniques to a myriad of software engineering tasks that use source code analysis, such as testing and vulnerability detection. Such a large number…

Software Engineering · Computer Science 2022-09-14 Tushar Sharma , Maria Kechagia , Stefanos Georgiou , Rohit Tiwari , Indira Vats , Hadi Moazen , Federica Sarro

The ongoing deep learning revolution has allowed computers to outclass humans in various games and perceive features imperceptible to humans during classification tasks. Current machine learning techniques have clearly distinguished…

Robotics · Computer Science 2023-06-07 Joshua Paul Powers

Cybersecurity professionals need hands-on training to prepare for managing the current advanced cyber threats. To practice cybersecurity skills, training participants use numerous software tools in computer-supported interactive learning…

Computers and Society · Computer Science 2023-07-18 Valdemar Švábenský , Jan Vykopal , Pavel Čeleda , Lydia Kraus

Tertiary education institutions aim to prepare their computer science and software engineering students for working life. While much of the technical principles are covered in lower-level courses, team-based capstone projects are a common…

Software Engineering · Computer Science 2023-01-10 Saara Tenhunen , Tomi Männistö , Matti Luukkainen , Petri Ihantola

Academic procrastination is a persistent challenge in computing education, yet evidence on the effectiveness of course-level interventions remains fragmented across diverse designs and contexts. We present a systematic literature review of…

Computers and Society · Computer Science 2026-04-07 Daniel Cheng , Oscar Heath , Daniyaal Farooqi , Evelyn Chou , Alice Gao , Jonathan Calver

Background: Software modelling is a creative yet challenging task. Modellers often find themselves lost in the process, from understanding the modelling problem to solving it with proper modelling strategies and modelling tools. Students…

Software Engineering · Computer Science 2024-09-23 Shalini Chakraborty , Javier Troya , Lola Burgueño , Grischa Liebel