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As generative AI (Gen-AI) tools become more prevalent in education, there is a growing need to understand how educators, not just students, can actively shape their design and use. This study investigates how two instructors integrated four…

Human-Computer Interaction · Computer Science 2025-07-30 Qian Huang , Thijs Willems

Interdisciplinary teaching is a cornerstone of modern curriculum reform, but its implementation is hindered by challenges in knowledge integration and time-consuming lesson planning. Existing tools often lack the required pedagogical and…

Computers and Society · Computer Science 2025-10-24 Huazhen Wang , Huimin Yang , Hainbin Lin , Yan Dong , Lili Chen , Liangliang Xia , Wenwen Xu

Our interaction with the world is an inherently multimodal experience. However, the understanding of human-to-object interactions has historically been addressed focusing on a single modality. In particular, a limited number of works have…

Computer Vision and Pattern Recognition · Computer Science 2019-10-16 Alejandro Cartas , Jordi Luque , Petia Radeva , Carlos Segura , Mariella Dimiccoli

Automatic analysis of teacher and student interactions could be very important to improve the quality of teaching and student engagement. However, despite some recent progress in utilizing multimodal data for teaching and learning…

Computers and Society · Computer Science 2022-12-07 Fangli Xu , Lingfei Wu , KP Thai , Carol Hsu , Wei Wang , Richard Tong

The quality of vocal delivery is one of the key indicators for evaluating teacher enthusiasm, which has been widely accepted to be connected to the overall course qualities. However, existing evaluation for vocal delivery is mainly…

Sound · Computer Science 2021-07-19 Hang Li , Yu Kang , Yang Hao , Wenbiao Ding , Zhongqin Wu , Zitao Liu

Current Artificial Intelligence (AI)-based tutoring systems (AI tutors) are primarily evaluated based on the pedagogical quality of their feedback messages. While important, pedagogy alone is insufficient because it ignores a critical…

Computers and Society · Computer Science 2026-05-08 Rose Niousha , Samantha Boatright Smith , Bita Akram , Peter Brusilovsky , Arto Hellas , Juho Leinonen , John DeNero , Narges Norouzi

Hybrid tutoring, where a human tutor supports multiple students in learning with educational technology, is an increasingly common application to deliver high-impact tutoring at scale. However, past hybrid tutoring applications are limited…

Human-Computer Interaction · Computer Science 2025-05-14 Eason Chen , Xinyi Tang , Aprille Xi , Chenyu Lin , Conrad Borchers , Shivang Gupta , Jionghao Lin , Kenneth R Koedinger

This study explores the effectiveness of AI tools in enhancing student learning, specifically in improving study habits, time management, and feedback mechanisms. The research focuses on how AI tools can support personalized learning,…

Artificial Intelligence · Computer Science 2024-12-04 Ben Ward , Deepshikha Bhati , Fnu Neha , Angela Guercio

Over the last decade, e-learning has revolutionized how students learn by providing them access to quality education whenever and wherever they want. However, students often get distracted because of various reasons, which affect the…

Computer Vision and Pattern Recognition · Computer Science 2021-11-30 Rahul RK , Shanthakumar S , Vykunth P , Sairamnath K

Multimodal learning has developed very fast in recent years. However, during the multimodal training process, the model tends to rely on only one modality based on which it could learn faster, thus leading to inadequate use of other…

Machine Learning · Computer Science 2024-11-05 Zirun Guo , Tao Jin , Jingyuan Chen , Zhou Zhao

Rapid identification and accurate documentation of interfering and high-risk behaviors in ASD, such as aggression, self-injury, disruption, and restricted repetitive behaviors, are important in daily classroom environments for tracking…

Computer Vision and Pattern Recognition · Computer Science 2024-08-01 Barun Das , Conor Anderson , Tania Villavicencio , Johanna Lantz , Jenny Foster , Theresa Hamlin , Ali Bahrami Rad , Gari D. Clifford , Hyeokhyen Kwon

This study explores the use of AI-based feedback to enhance the counselling competence of prospective teachers. An iterative block seminar was designed, incorporating theoretical foundations, practical applications, and AI tools for…

Human-Computer Interaction · Computer Science 2025-05-07 Tobias Hallmen , Kathrin Gietl , Karoline Hillesheim , Moritz Bauermann , Annemarie Friedrich , Elisabeth André

To ensure safe urban driving for autonomous platforms, it is crucial not only to develop high-performance object detection techniques but also to establish a diverse and representative dataset that captures various urban environments and…

Computer Vision and Pattern Recognition · Computer Science 2024-06-03 Jin-Hee Lee , Jae-Keun Lee , Je-Seok Kim , Soon Kwon

Artificial intelligence (AI) is transforming education, offering unprecedented opportunities to personalize learning, enhance assessment, and support educators. Yet these opportunities also introduce risks related to equity, privacy, and…

Computers and Society · Computer Science 2025-12-29 Hua Shen

The importance of managing feedback practices in higher education has been widely recognised, as they play a crucial role in enhancing teaching, learning, and assessment processes. In today's educational landscape, feedback practices are…

Computers and Society · Computer Science 2026-02-04 Daniele Agostini , Federica Picasso

Multimodal learning, a rapidly evolving field in artificial intelligence, seeks to construct more versatile and robust systems by integrating and analyzing diverse types of data, including text, images, audio, and video. Inspired by the…

Artificial Intelligence · Computer Science 2024-12-24 Priyaranjan Pattnayak , Hitesh Laxmichand Patel , Bhargava Kumar , Amit Agarwal , Ishan Banerjee , Srikant Panda , Tejaswini Kumar

Collaborative game-based learning environments offer rich opportunities for small-group knowledge construction, yet automatically predicting student collaboration satisfaction remains challenging. A critical barrier is modality degradation:…

Machine Learning · Computer Science 2026-05-19 Wen-Hsin Tsai , Chia-Ming Lee , Yuk-Ying Tung

Teachers' trust in artificial intelligence (AI) in education depends on how they balance its perceived benefits and risks. Yet global discussions about scaling AI in education rely on fragmented evidence, as most studies of teachers'…

Computers and Society · Computer Science 2026-05-12 Yan Tao , Olga Viberg , Deepak Varuvel Dennison , Zhikun Wu , René F. Kizilcec

The advent of Generative AI (GenAI) in education presents a transformative approach to traditional teaching methodologies, which often overlook the diverse needs of individual students. This study introduces a GenAI tool, based on advanced…

Computers and Society · Computer Science 2024-03-20 Kostas Karpouzis , Dimitris Pantazatos , Joanna Taouki , Kalliopi Meli

The aim of this study was to predict university students' learning performance using different sources of data from an Intelligent Tutoring System. We collected and preprocessed data from 40 students from different multimodal sources:…

Computers and Society · Computer Science 2024-03-13 W. Chango , R. Cerezo , M. Sanchez-Santillan , R. Azevedo , C. Romero
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