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The integration of Generative AI (GenAI) into education has raised concerns about over-reliance and superficial learning, particularly in writing tasks in higher education. This study explores whether a theory-driven learning analytics…

Human-Computer Interaction · Computer Science 2025-06-25 Angxuan Chen , Jingjing Lian , Xinran Kuang , Jiyou Jia

Contemporary science education reforms such as the Next Generation Science Standards (NGSS) demand assessments to understand students' ability to use science knowledge to solve problems and design solutions. To elicit such higher-order…

Computers and Society · Computer Science 2026-02-24 Yaxuan Yang , Jongchan Park , Yifan Zhou , Xiaoming Zhai

This paper presents an expanded account of the Holistic Cognitive Development (HCD) framework for reflective and creative learning in computing education. The HCD framework integrates design thinking, experiential learning, and reflective…

Multimedia · Computer Science 2026-01-06 Anand Bhojan

Background: Amid the opportunities and risks introduced by generative AI, learning research needs to envision how human minds and responsibilities should re-adapt as AI augments or automates various tasks and enters daily learning,…

Computers and Society · Computer Science 2026-04-29 Jianwei Zhang

Human education transcends mere knowledge transfer, it relies on co-adaptation dynamics -- the mutual adjustment of teaching and learning strategies between agents. Despite its centrality, computational models of co-adaptive teacher-student…

Computers and Society · Computer Science 2025-05-07 Francesco Balzan , Pedro P. Santos , Maurizio Gabbrielli , Mahault Albarracin , Manuel Lopes

AI systems now function as cognitive extensions, evolving from tools to active cognitive collaborators within human-AI integrated systems. While these systems can amplify cognition - enhancing problem-solving, learning, and creativity -…

Human-Computer Interaction · Computer Science 2025-07-29 Giuseppe Riva

The rapid integration of Artificial Intelligence (AI) in Higher Education (HE) is transforming personalized learning, administrative automation, and decision-making. However, this progress presents a duality, as AI adoption also introduces…

Computers and Society · Computer Science 2025-03-10 Prashant Mahajan

Educational data mining (EDM) is a part of applied computing that focuses on automatically analyzing data from learning contexts. Early prediction for identifying at-risk students is a crucial and widely researched topic in EDM research. It…

Machine Learning · Computer Science 2024-12-20 Sukrit Leelaluk , Cheng Tang , Valdemar Švábenský , Atsushi Shimada

The rapid integration of Artificial Intelligence (AI) into K-12 STEM education presents transformative opportunities alongside significant ethical challenges. While AI-powered tools such as Intelligent Tutoring Systems (ITS), automated…

Computers and Society · Computer Science 2025-10-23 Shaouna Shoaib Lodhi , Shoaib Lodhi

In the rapidly evolving educational landscape, the integration of technology has shifted from an enhancement to a cornerstone of educational strategy worldwide. This transition is propelled by advancements in digital technology, especially…

Computers and Society · Computer Science 2025-10-15 Ananth Hariharan

As large language models (LLMs) are increasingly integrated into educational tools, current evaluations on standardized tests predominantly focus on binary outcome accuracy. Instead, an effective AI tutor must exhibit faithful reasoning,…

Computation and Language · Computer Science 2026-05-01 Luoxi Tang , Tharunya Sundar , Yuqiao Meng , Shuai Yang , Ankita Patra , Lakshmi Manohar Chippada , Jiqian Zhao , Yi Li , Weicheng Ma , Zhaohan Xi

Learning diagnosis is a critical task that monitors students' cognitive state during educational activities, with the goal of enhancing learning outcomes. With advancements in language models (LMs), many AI-driven educational studies have…

Computers and Society · Computer Science 2026-03-04 Fangzhou Yao , Sheng Chang , Weibo Gao , Qi Liu

The growing use of artificial intelligence (AI) in education, particularly large language models (LLMs), has increased interest in intelligent tutoring systems. However, LLMs often show limited adaptivity and struggle to model learners'…

Edge computing and artificial intelligence (AI), especially deep learning for nowadays, are gradually intersecting to build a novel system, called edge intelligence. However, the development of edge intelligence systems encounters some…

Machine Learning · Computer Science 2021-12-07 Di Liu , Hao Kong , Xiangzhong Luo , Weichen Liu , Ravi Subramaniam

This paper presents a two-year research project focused on developing AI-driven measures to analyze classroom dynamics, with particular emphasis on teacher actions captured through multimodal sensor data. We applied real-time data from…

Computer Vision and Pattern Recognition · Computer Science 2025-07-15 Andreea I. Niculescu , Jochen Ehnes , Chen Yi , Du Jiawei , Tay Chiat Pin , Joey Tianyi Zhou , Vigneshwaran Subbaraju , Teh Kah Kuan , Tran Huy Dat , John Komar , Gi Soong Chee , Kenneth Kwok

Integration of artificial intelligent (AI) agents in higher education is transforming teaching, learning and administrative processes. Although existing AI agents effectively support individual tasks, their implementation remains fragmented…

Artificial Intelligence · Computer Science 2026-05-15 Vidya K Sudarshan , Anushka Sisodia , Reshma A Ramachandra , Sia Batra , Josephine Chong Leng Leng

Generative AI tools are increasingly used for coursework help, shifting much of students' help-seeking and reasoning into student-AI chats that are largely invisible to instructors. This loss of visibility can weaken instructors' ability to…

Human-Computer Interaction · Computer Science 2026-03-25 Boxuan Ma , Baofeng Ren , Huiyong Li , Gen Li , Li Chen , Atsushi Shimada , Shin'Ichi Konomi

Over the past decade, higher education has undergone successive shifts driven by three major developments: Massive Open Online Courses (MOOCs), Smart Teaching technologies, and AI-enhanced learning. Each paradigm emerged to address specific…

Computers and Society · Computer Science 2026-03-09 Bo Yuan , Jiazi Hu

The adoption of Artificial Intelligence in Education (AIED) holds the promise of revolutionizing educational practices by offering personalized learning experiences, automating administrative and pedagogical tasks, and reducing the cost of…

Computers and Society · Computer Science 2024-03-26 Richard Tong , Haoyang Li , Joleen Liang , Qingsong Wen

Artificial neural networks (ANNs) exhibit a narrow scope of expertise on stationary independent data. However, the data in the real world is continuous and dynamic, and ANNs must adapt to novel scenarios while also retaining the learned…

Computer Vision and Pattern Recognition · Computer Science 2023-10-18 Shruthi Gowda , Bahram Zonooz , Elahe Arani