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Despite the widespread availability of large language models (LLMs) in higher education, instructors vary substantially in their adoption and use of these tools, and the reasons for this variation remain poorly understood. A mixed-methods…

With the continuous development of technological and educational innovation, learners nowadays can obtain a variety of support from agents such as teachers, peers, education technologies, and recently, generative artificial intelligence…

Artificial Intelligence · Computer Science 2024-12-13 Yizhou Fan , Luzhen Tang , Huixiao Le , Kejie Shen , Shufang Tan , Yueying Zhao , Yuan Shen , Xinyu Li , Dragan Gašević

User simulation is important for developing and evaluating human-centered AI, yet current student simulation in educational applications has significant limitations. Existing approaches focus on single learning experiences and do not…

Computers and Society · Computer Science 2026-01-27 Zhengyuan Liu , Stella Xin Yin , Bryan Chen Zhengyu Tan , Roy Ka-Wei Lee , Guimei Liu , Dion Hoe-Lian Goh , Wenya Wang , Nancy F. Chen

AI-powered educational technologies have demonstrated measurable benefits for learners, but their design and evaluation have largely centered on K-12 contexts. As a result, many AI-supported learning systems remain poorly aligned with the…

While predictive models are increasingly common in higher education, causal evidence regarding the interventions they trigger remains rare. This study evaluates an AI-guided student support system at a large university using doubly robust…

Computers and Society · Computer Science 2025-12-15 Teo Susnjak , Khalid Bakhshov , Anuradha Mathrani

This paper introduces a scalable causal inference framework for estimating the immediate, session-level effects of on-demand human tutoring embedded within adaptive learning systems. Because students seek assistance at moments of…

Human-Computer Interaction · Computer Science 2026-02-24 Kirk Vanacore , Danielle R Thomas , Digory Smith , Bibi Groot , Justin Reich , Rene Kizilcec

Generative AI systems such as ChatGPT have a disruptive effect on learning and assessment. Computer science requires practice to develop skills in problem solving and programming that are traditionally developed using assignments.…

Computers and Society · Computer Science 2023-11-29 Kevin Wang , Seth Akins , Abdallah Mohammed , Ramon Lawrence

The interdisciplinary research domain of Artificial Intelligence in Education (AIED) has a long history of developing Intelligent Tutoring Systems (ITSs) by integrating insights from technological advancements, educational theories, and…

Computation and Language · Computer Science 2025-10-28 Kaushal Kumar Maurya , Ekaterina Kochmar

Generative AI tools, such as AI-generated hints, are increasingly integrated into programming education to offer timely, personalized support. However, little is known about how to effectively leverage these hints while ensuring autonomous…

Computers and Society · Computer Science 2025-12-05 Heeryung Choi , Tung Phung , Mengyan Wu , Adish Singla , Christopher Brooks

The rapid proliferation of Generative Artificial Intelligence (GenAI) is reshaping pedagogical practices and assessment models in higher education. While institutional and educator perspectives on GenAI integration are increasingly…

Computers and Society · Computer Science 2026-03-31 Harpreet Singh , Jaspreet Singh , Satwant Singh , Rupinder Singh , Shamim Ibne Shahid , Mohammad Hassan , Tayarani Najaran

The rise of Generative AI (GenAI) tools like ChatGPT has created new opportunities and challenges for computing education. Existing research has primarily focused on GenAI's ability to complete educational tasks and its impact on student…

Software Engineering · Computer Science 2025-11-18 Rufeng Chen , Shuaishuai Jiang , Jiyun Shen , AJung Moon , Lili Wei

Students in introductory physics courses often rely on ineffective strategies, focusing on final answers rather than understanding underlying principles. Integrating scientific argumentation into problem-solving fosters critical thinking…

Physics Education · Physics 2025-08-21 Winter Allen , Anand Shanker , N. Sanjay Rebello

As generative AI (GenAI) models are increasingly explored for educational applications, understanding educator preferences for AI-generated lesson plans is critical for their effective integration into K-12 instruction. This exploratory…

Computers and Society · Computer Science 2025-04-09 Shawon Sarkar , Min Sun , Alex Liu , Zewei Tian , Lief Esbenshade , Jian He , Zachary Zhang

The increasing use of Generative Artificial Intelligence (GAI) tools in education highlights the need to understand their influence on individuals' thinking processes and agency. This research explored 20 university students' interaction…

Human-Computer Interaction · Computer Science 2024-12-02 Tianlong Zhong , Gaoxia Zhu , Kang You Lim , Yew Soon Ong

With Artificial Intelligence (AI) becoming a powerful tool for education (Zawacki-Richter et al., 2019), this chapter describes the concept of combining generative and traditional AI, citizen-science physiological, neuroergonomic wearables…

Human-Computer Interaction · Computer Science 2024-08-29 Kenneth Y T Lim , Minh Anh Nguyen Duc , Minh Tuan Nguyen Thien

Artificial neural networks (ANNs) continue to face challenges in continual learning, particularly due to catastrophic forgetting, the loss of previously learned knowledge when acquiring new tasks. Inspired by memory consolidation in the…

Machine Learning · Computer Science 2025-09-03 Jina Kim

The integration of artificial intelligence (AI) into education presents new opportunities for supporting learning processes. This study investigates the impact of AI-assisted versus traditional Excel-based data analysis on both learning…

Physics Education · Physics 2026-04-15 Jannik Henze , Julia Lademann , Sebastian Becker-Genschow , André Bresges

Reflection is widely recognized as a cornerstone of student development, fostering critical thinking, self-regulation, and deep conceptual understanding. Traditionally, reflective skills have been cultivated through structured feedback,…

Human-Computer Interaction · Computer Science 2025-09-10 Bo Yuan , Jiazi Hu

As generative AI becomes embedded in higher education, it increasingly shapes how students complete academic tasks. While these systems offer efficiency and support, concerns persist regarding over-automation, diminished student agency, and…

Human-Computer Interaction · Computer Science 2026-03-16 Nifu Dan

Generative AI is revolutionizing content creation and has the potential to enable real-time, personalized educational experiences. We investigated the effectiveness of converting textbook chapters into AI-generated podcasts and explored the…

Human-Computer Interaction · Computer Science 2024-10-30 Tiffany D. Do , Usama Bin Shafqat , Elsie Ling , Nikhil Sarda