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In the rapidly changing healthcare landscape, the implementation of offline reinforcement learning (RL) in dynamic treatment regimes (DTRs) presents a mix of unprecedented opportunities and challenges. This position paper offers a critical…

Machine Learning · Computer Science 2024-06-05 Zhiyao Luo , Yangchen Pan , Peter Watkinson , Tingting Zhu

Asynchronous learning environments (ALEs) are widely adopted for formal and informal learning, but timely and personalized support is often limited. In this context, Virtual Teaching Assistants (VTAs) can potentially reduce the workload of…

Computation and Language · Computer Science 2025-09-23 Li Siyan , Zhen Xu , Vethavikashini Chithrra Raghuram , Xuanming Zhang , Renzhe Yu , Zhou Yu

Deep reinforcement learning (DRL) is one promising approach to teaching robots to perform complex tasks. Because methods that directly reuse the stored experience data cannot follow the change of the environment in robotic problems with a…

Robotics · Computer Science 2022-01-26 Taisuke Kobayashi

While the capacity to self-regulate has been found to be crucial for secondary school students, prior studies often rely on self-report surveys and think-aloud protocols that present notable limitations in capturing self-regulated learning…

Human-Computer Interaction · Computer Science 2024-12-13 Yixin Cheng , Rui Guan , Tongguang Li , Mladen Raković , Xinyu Li , Yizhou Fan , Flora Jin , Yi-Shan Tsai , Dragan Gašević , Zachari Swiecki

Artificial students -- models that simulate how learners act and respond within educational systems -- are a promising tool for evaluating tutoring strategies and feedback mechanisms at scale. However, most existing approaches rely on…

Artificial Intelligence · Computer Science 2026-05-14 Charles Koutcheme , Juho Leinonen , Arto Hellas

This workshop aims to demonstrate how the Tracker Video Analysis and Modeling Tool engages, enables and empowers teachers to be learners so that we can be leaders in our teaching practice. Through this workshop, the kinematics of a falling…

Physics Education · Physics 2012-07-03 Loo Kang Wee , Tat Leong Lee

Considering learner engagement has a mutual benefit for both learners and instructors. Instructors can help learners increase their attention, involvement, motivation, and interest. On the other hand, instructors can improve their…

Computer Vision and Pattern Recognition · Computer Science 2024-05-08 Somayeh Malekshahi , Javad M. Kheyridoost , Omid Fatemi

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

Deep reinforcement learning (RL) has shown great empirical successes, but suffers from brittleness and sample inefficiency. A potential remedy is to use a previously-trained policy as a source of supervision. In this work, we refer to these…

Machine Learning · Computer Science 2021-09-16 Daniel Seita , Abhinav Gopal , Zhao Mandi , John Canny

The rapid growth of immersive technologies in educational areas has increased research interest in analyzing the specific behavioral patterns of learners in immersive learning environments. Considering the fact that research on the…

Human-Computer Interaction · Computer Science 2024-05-07 Yu Liu , Kang Yue , Yue Liu

This paper presents a study on using Agile methodologies in the teaching process at the university/college level during the Covid-19 pandemic, online classes. We detail a list of techniques inspired from software engineering Agile…

Software Engineering · Computer Science 2023-07-25 M. Petrescu , A Sterca

This article proposes the construction of a systemic model of digital education as part of research applied to public policy (French Ministry of Education). Considering the digital domain in its pervasiveness, it highlights the importance…

Computers and Society · Computer Science 2024-06-19 Elie Allouche

Detailed feedback on courses and lecture content is essential for their improvement and also serves as a tool for reflection. However, feedback methods are often only used sporadically, especially in mass courses, because collecting and…

Computers and Society · Computer Science 2024-04-16 Armin Egetenmeier , Sven Strickroth

In recent years, distance education has enjoyed a major boom. Much work at The Open University (OU) has focused on improving retention rates in these modules by providing timely support to students who are at risk of failing the module. In…

Computers and Society · Computer Science 2018-11-16 Martin Hlosta , Drahomira Herrmannova , Lucie Vachova , Jakub Kuzilek , Zdenek Zdrahal , Annika Wolff

The field of Artificial Intelligence in Education (AIED) focuses on the intersection of technology, education, and psychology, placing a strong emphasis on supporting learners' needs with compassion and understanding. The growing prominence…

Human-Computer Interaction · Computer Science 2024-05-14 John Stamper , Ruiwei Xiao , Xinying Hou

Design is a critical to the successful development of any interactive learning environment (ILE). Moreover, in technology enhanced learning (TEL), the design process requires input from many diverse areas of expertise. As such, anyone…

Software Engineering · Computer Science 2007-05-23 Yishay Mor , Niall Winters

Deep Learning (DL) requires lots of time and data, resulting in high computational demands. Recently, researchers employ Active Learning (AL) and online distillation to enhance training efficiency and real-time model adaptation. This paper…

Computer Vision and Pattern Recognition · Computer Science 2023-09-06 Michele Boldo , Enrico Martini , Mirco De Marchi , Stefano Aldegheri , Nicola Bombieri

With the rise of online learning, many novice tutors lack experience engaging students remotely. We introduce TutorUp, a Large Language Model (LLM)-based system that enables novice tutors to practice engagement strategies with simulated…

The article highlights the promising ways of providing access to the cloud-based learning and research software in higher educational institutions. It is emphasized that the cloud computing services implementation is the actual trend of…

Computers and Society · Computer Science 2018-07-27 Mariya Shyshkina

Visualization plays a relevant role for discovering patterns in big sets of data. In fact, the most common way to help a human with a pattern interpretation is through a graphic. In 2D/3D virtual environments for procedural training the…

Human-Computer Interaction · Computer Science 2025-12-24 Diego Riofrío-Luzcando , Jaime RamÍrez , Cristian Moral , Angélica de Antonio , Marta Berrocal-Lobo