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Onboard learning is a transformative approach in edge AI, enabling real-time data processing, decision-making, and adaptive model training directly on resource-constrained devices without relying on centralized servers. This paradigm is…

机器学习 · 计算机科学 2026-01-22 Monirul Islam Pavel , Siyi Hu , Mahardhika Pratama , Ryszard Kowalczyk

We consider the problem of assessing the changing performance levels of individual students as they go through online courses. This student performance (SP) modeling problem is a critical step for building adaptive online teaching systems.…

机器学习 · 计算机科学 2022-02-09 Robin Schmucker , Jingbo Wang , Shijia Hu , Tom M. Mitchell

The study explores the potential of AI technologies in personalized learning, suggesting the prediction of academic success through leadership personality traits and machine learning modelling. The primary data were obtained from 129…

人工智能 · 计算机科学 2025-10-24 Nitsa J Herzog , Rejwan Bin Sulaiman , David J Herzog , Rose Fong

Online deep learning tackles the challenge of learning from data streams by balancing two competing goals: fast learning and deep learning. However, existing research primarily emphasizes deep learning solutions, which are more adept at…

机器学习 · 计算机科学 2025-03-24 Antonios Valkanas , Boris N. Oreshkin , Mark Coates

Most of today's educators are in no shortage of digital and online learning technologies available at their fingertips, ranging from Learning Management Systems such as Canvas, Blackboard, or Moodle, online meeting tools, online homework,…

物理教育 · 物理学 2025-12-13 Zhongzhou Chen , Chandralekha Singh

Randomized A/B tests within online learning platforms represent an exciting direction in learning sciences. With minimal assumptions, they allow causal effect estimation without confounding bias and exact statistical inference even in small…

统计方法学 · 统计学 2023-06-13 Adam C. Sales , Ethan B. Prihar , Johann A. Gagnon-Bartsch , Neil T. Heffernan

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…

人工智能 · 计算机科学 2024-12-13 Yizhou Fan , Luzhen Tang , Huixiao Le , Kejie Shen , Shufang Tan , Yueying Zhao , Yuan Shen , Xinyu Li , Dragan Gašević

In this work, we investigate how two factors, metacognitive skills and motivation, would impact student learning across domains. More specifically, our primary goal is to identify the critical, yet robust, interaction patterns of these two…

人机交互 · 计算机科学 2023-03-27 Mark Abdelshiheed , Guojing Zhou , Mehak Maniktala , Tiffany Barnes , Min Chi

Modeling student learning and further predicting the performance is a well-established task in online learning and is crucial to personalized education by recommending different learning resources to different students based on their needs.…

人机交互 · 计算机科学 2020-01-10 Huan Wei , Haotian Li , Meng Xia , Yong Wang , Huamin Qu

Immersive learning environments such as virtual classrooms in Virtual Reality (VR) offer learners unique learning experiences, yet providing effective learner support remains a challenge. While prior HCI research has explored in-lecture…

人机交互 · 计算机科学 2026-03-06 Shi Liu , Martin Feick , Linus Bierhoff , Alexander Maedche

Despite recent progress in artificial intelligence and machine learning, many state-of-the-art methods suffer from a lack of explainability and transparency. The ability to interpret the predictions made by machine learning models and…

机器学习 · 计算机科学 2021-11-10 Zihan Wang , Jialin Lu , Oliver Snow , Martin Ester

In this survey we present different approaches that allow an intelligent agent to explore autonomous its environment to gather information and learn multiple tasks. Different communities proposed different solutions, that are in many cases,…

人工智能 · 计算机科学 2014-03-07 Manuel Lopes , Luis Montesano

Blended learning is generally defined as the combination of traditional face-to-face learning and online learning. This learning mode has been widely used in advanced education across the globe due to the COVID-19 pandemic's social distance…

计算机与社会 · 计算机科学 2023-09-20 Yu Ye , Gongjin Zhang , Hongbiao Si , Liang Xu , Shenghua Hu , Yong Li , Xulong Zhang , Kaiyu Hu , Fangzhou Ye

Federated learning (FL) is becoming a popular paradigm for collaborative learning over distributed, private datasets owned by non-trusting entities. FL has seen successful deployment in production environments, and it has been adopted in…

机器学习 · 计算机科学 2021-02-16 Ahmed M. Abdelmoniem , Chen-Yu Ho , Pantelis Papageorgiou , Muhammad Bilal , Marco Canini

Massive Open Online Courses (MOOCs) once offered the promise of accessibility and affordability. However, MOOCs typically lack expert feedback and social interaction, and have low student engagement and retention. Thus, alternative programs…

计算机与社会 · 计算机科学 2022-09-13 Marissa Keech , Ashok Goel

In contrast to typical laboratory experiments, the everyday use of online educational resources by large populations and the prevalence of software infrastructure for A/B testing leads us to consider how platforms can embed in vivo…

This work examines the sociotechnical factors that influence the adoption and usage of intelligent tutoring systems in self-directed learning contexts, focusing specifically on adult learners. The study is divided into two parts. First, we…

计算机与社会 · 计算机科学 2025-02-24 Adit Gupta , Momin Siddiqui , Glen Smith , Jenn Reddig , Christopher MacLellan

On many learning platforms, the optimization criteria guiding model training reflect the priorities of the designer rather than those of the individuals they affect. Consequently, users may act strategically to obtain more favorable…

机器学习 · 计算机科学 2025-12-22 Haiqing Zhu , Tijana Zrnic , Celestine Mendler-Dünner

In modern online learning, understanding and predicting student behavior is crucial for enhancing engagement and optimizing educational outcomes. This systematic review explores the integration of biosensors and Multimodal Learning…

人机交互 · 计算机科学 2025-09-10 Alvaro Becerra , Ruth Cobos , Charles Lang

This study explores how virtual environments and artificial intelligence can enhance university students' learning experiences, with particular attention to the digital preferences of Generation Z. An experiment was conducted at the Faculty…

计算机与社会 · 计算机科学 2025-09-03 Adel Vehrer , Zsolt Palfalusi