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Online learning is becoming increasingly popular, whether for convenience, to accommodate work hours, or simply to have the freedom to study from anywhere. Especially, during the Covid-19 pandemic, it has become the only viable option for…

Computers and Society · Computer Science 2021-09-17 Himali Aryal

Classroom observation protocols standardize the assessment of teaching effectiveness and facilitate comprehension of classroom interactions. Whereas these protocols offer teachers specific feedback on their teaching practices, the manual…

Human-Computer Interaction · Computer Science 2024-07-04 Ruikun Hou , Tim Fütterer , Babette Bühler , Efe Bozkir , Peter Gerjets , Ulrich Trautwein , Enkelejda Kasneci

Current methods for analyzing student engagement in e-learning platforms, including automated systems, often struggle with challenges such as handling fuzzy sentiment in text comments and relying on limited metadata. Traditional approaches,…

Computation and Language · Computer Science 2024-12-20 Ali Hamdi , Ahmed Abdelmoneim Mazrou , Mohamed Shaltout

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

We introduce an interactive learning framework for the development and testing of intelligent visual systems, called learning-by-asking (LBA). We explore LBA in context of the Visual Question Answering (VQA) task. LBA differs from standard…

Computer Vision and Pattern Recognition · Computer Science 2017-12-05 Ishan Misra , Ross Girshick , Rob Fergus , Martial Hebert , Abhinav Gupta , Laurens van der Maaten

This study examines the impact of an AI instructional agent on students' perceived learner control and academic performance in a medium demanding course with lecturing as the main teaching strategy. Based on a randomized controlled trial,…

Computers and Society · Computer Science 2025-05-29 Fei Qin , Zhanxin Hao , Jifan Yu , Zhiyuan Liu , Yu Zhang

The vast pre-existing slides serve as rich and important materials to carry lecture knowledge. However, effectively leveraging lecture slides to serve students is difficult due to the multi-modal nature of slide content and the…

Computation and Language · Computer Science 2024-09-12 Daniel Zhang-Li , Zheyuan Zhang , Jifan Yu , Joy Lim Jia Yin , Shangqing Tu , Linlu Gong , Haohua Wang , Zhiyuan Liu , Huiqin Liu , Lei Hou , Juanzi Li

Artificial Intelligence in higher education opens new possibilities for improving the lecturing process, such as enriching didactic materials, helping in assessing students' works or even providing directions to the teachers on how to…

In the context of education technology, empathic interaction with the user and feedback by the learning system using multiple inputs such as video, voice and text inputs is an important area of research. In this paper, a nonintrusive,…

Computer Vision and Pattern Recognition · Computer Science 2018-07-16 S L Happy , A. Dasgupta , P. Patnaik , A. Routray

Improving artificial intelligence (AI) literacy has become an important consideration for academia and industry with the widespread adoption of AI technologies. Collaborative learning (CL) approaches have proven effective for information…

Computers and Society · Computer Science 2025-08-22 Ashish Hingle , Aditya Johri

Explicitly alerting users is not always an optimal intervention, especially when they are not motivated to obey. For example, in video-based learning, learners who are distracted from the video would not follow an alert asking them to pay…

Human-Computer Interaction · Computer Science 2021-01-22 Riku Arakawa , Hiromu Yakura

A central goal of the Learning Assistant (LA) model is to improve students' learning of science through the transformation of instructor practices. There is minimal existing research on the impact of college physics instructor experiences…

Physics Education · Physics 2017-11-17 Daniel Caravez , Angelica De La Torre , Jayson Nissen , Ben Van Dusen

The exponential growth of AI education has brought millions of learners to online platforms, yet this massive scale has simultaneously exposed critical pedagogical shortcomings. Traditional video-based instruction, while cost-effective and…

Human-Computer Interaction · Computer Science 2026-04-20 Mohammed Abraar , Raj Abhijit Dandekar , Rajat Dandekar , Sreedath Panat

Generative AI, which is capable of transforming static content into dynamic learning experiences, holds the potential to revolutionize student engagement in educational contexts. However, questions still remain around whether or not these…

This paper outlines a machine learning-enabled speaker-centric Emotion AI approach capable of predicting audience-affective engagement and vocal attractiveness in asynchronous video-based learning, relying solely on speaker-side affective…

Human-Computer Interaction · Computer Science 2026-03-20 Hung-Yue Suen , Kuo-En Hung , Fan-Hsun Tseng

Over the last two decades, technology use in language learning and teaching has significantly advanced and is now referred to as Computer-Assisted Language Learning (CALL). Recently, the integration of Artificial Intelligence (AI) into CALL…

Human-Computer Interaction · Computer Science 2024-03-04 Dara Tafazoli

The Learning Assistant (LA) model supports instructors in implementing research-based teaching practices in their own courses. In the LA model, undergraduate students are hired to help facilitate research-based collaborative-learning…

Physics Education · Physics 2022-07-06 Xochhith Herrera , Jayson Nissen , Ben Van Dusen

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

While learning analytics dashboards (LADs) are the most common form of LA intervention, there is limited evidence regarding their impact on students learning outcomes. This systematic review synthesizes the findings of 38 research studies…

Human-Computer Interaction · Computer Science 2023-12-27 Rogers Kaliisa , Kamila Misiejuk , Sonsoles López-Pernas , Mohammad Khalil , Mohammed Saqr

As a publicly funded body in the UK, Oak National Academy is in a unique position to innovate within this field as we have a comprehensive curriculum of approximately 13,000 open education resources (OER) for all National Curriculum…