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With the development of artificial intelligence, personalized learning has attracted much attention as an integral part of intelligent education. In recent years, countries and regions such as China, the United States, and the European…

计算机与社会 · 计算机科学 2026-01-29 Siyu Wu , Yang Cao , Runze Li , Jiajun Cui , Hong Qian , Bo Jiang , Wei Zhang

Language models today are widely used in education, yet their ability to tailor responses for learners with varied informational needs and knowledge backgrounds remains under-explored. To this end, we introduce ELI-Why, a benchmark of 13.4K…

计算与语言 · 计算机科学 2025-06-18 Brihi Joshi , Keyu He , Sahana Ramnath , Sadra Sabouri , Kaitlyn Zhou , Souti Chattopadhyay , Swabha Swayamdipta , Xiang Ren

In high-stakes domains like healthcare, users often expect that sharing personal information with machine learning systems will yield tangible benefits, such as more accurate diagnoses and clearer explanations of contributing factors.…

机器学习 · 计算机科学 2026-03-18 Louisa Cornelis , Guillermo Bernárdez , Haewon Jeong , Nina Miolane

The growing need for automated and personalized feedback in programming education has led to recent interest in leveraging generative AI for feedback generation. However, current approaches tend to rely on prompt engineering techniques in…

计算机与社会 · 计算机科学 2025-09-16 Victor-Alexandru Pădurean , Tung Phung , Nachiket Kotalwar , Michael Liut , Juho Leinonen , Paul Denny , Adish Singla

Explanation in machine learning and related fields such as artificial intelligence aims at making machine learning models and their decisions understandable to humans. Existing work suggests that personalizing explanations might help to…

机器学习 · 计算机科学 2019-04-29 Johanes Schneider , Joshua Handali

Recent approaches in personalized reward modeling have primarily focused on leveraging user interaction history to align model judgments with individual preferences. However, existing approaches largely treat user context as a static or…

计算与语言 · 计算机科学 2026-04-21 Kwangwook Seo , Dongha Lee

The research is aimed at developing the recommendations for educators on using adaptive technologies and augmented reality in personalized learning implementation. The latest educational technologies related to learning personalization and…

计算机与社会 · 计算机科学 2020-11-12 Maiia Marienko , Yulia Nosenko , Mariya Shyshkina

This study examines the integration of digital tools in project-based learning within a Biomedical Engineering course to enhance collaboration, transparency, and assessment fairness. Building on prior pilot experiences, we implemented a…

计算机与社会 · 计算机科学 2025-09-09 Gonzalo R. Ríos-Muñoz , Caterina Fuster-Barcelo , Arrate Muñoz-Barrutia

Personalized federated learning considers learning models unique to each client in a heterogeneous network. The resulting client-specific models have been purported to improve metrics such as accuracy, fairness, and robustness in federated…

机器学习 · 计算机科学 2022-09-27 Shanshan Wu , Tian Li , Zachary Charles , Yu Xiao , Ziyu Liu , Zheng Xu , Virginia Smith

Unified Modeling Language (UML) Use Case and Class Diagrams are fundamental modeling notations in Software Engineering (SE) education due to their importance for requirements and model-based engineering, yet their relevance is…

软件工程 · 计算机科学 2026-04-27 Giacomo Garaccione , Riccardo Coppola , Luca Ardito

Phishing continues to be a difficult problem for individuals and organisations. Educational games and simulations have been increasingly acknowledged as enormous and powerful teaching tools, yet little work has examined how to engage users…

计算机与社会 · 计算机科学 2019-03-08 Matt Dixon , Nalin Asanka Gamagedara Arachchilage , James Nicholson

This paper describes our proposed method for the Workshop on Computational Approaches to Subjectivity, Sentiment & Social Media Analysis (WASSA) 2022 shared task on Personality Prediction (PER) and Reactivity Index Prediction (IRI). In this…

计算与语言 · 计算机科学 2022-05-20 Bin Li , Yixuan Weng

Training facial emotion recognition models requires large sets of data and costly annotation processes. To alleviate this problem, we developed a gamified method of acquiring annotated facial emotion data without an explicit labeling effort…

计算机视觉与模式识别 · 计算机科学 2022-11-10 Krist Shingjergji , Deniz Iren , Felix Bottger , Corrie Urlings , Roland Klemke

Recent advancements in artificial intelligence (AI) and machine learning have reignited interest in their impact on Computer-based Learning (CBL). AI-driven tools like ChatGPT and Intelligent Tutoring Systems (ITS) have enhanced learning…

计算机与社会 · 计算机科学 2025-05-07 Mohsen Balavar , Wenli Yang , David Herbert , Soonja Yeom

Thanks to the rapid growth in wearable technologies and recent advancement in machine learning and signal processing, monitoring complex human contexts becomes feasible, paving the way to develop human-in-the-loop IoT systems that naturally…

人机交互 · 计算机科学 2023-11-21 Mojtaba Taherisadr , Mohammad Abdullah Al Faruque , Salma Elmalaki

Personalization in LLMs often relies on costly human feedback or interaction logs, limiting scalability and neglecting deeper user attributes. To reduce the reliance on human annotations, we introduce GRAVITY (Generative Response with…

计算与语言 · 计算机科学 2025-12-11 Priyanka Dey , Daniele Rosa , Wenqing Zheng , Daniel Barcklow , Jieyu Zhao , Emilio Ferrara

We address the personalized policy learning problem using longitudinal mobile health application usage data. Personalized policy represents a paradigm shift from developing a single policy that may prescribe personalized decisions by…

统计方法学 · 统计学 2020-01-13 Xinyu Hu , Min Qian , Bin Cheng , Ying Kuen Cheung

In this article, we present our findings from ten years of research on intelligent educational games. We discuss the architecture of our training environments for learning spelling and mathematics, and specifically focus on the…

计算机与社会 · 计算机科学 2018-06-11 Barbara Solenthaler , Severin Klingler , Tanja Käser , Markus Gross

Federated Learning rests on the notion of training a global model distributedly on various devices. Under this setting, users' devices perform computations on their own data and then share the results with the cloud server to update the…

机器学习 · 计算机科学 2020-09-15 Rui Hu , Yanmin Gong

Personalized learning represents a promising educational strategy within intelligent educational systems, aiming to enhance learners' practice efficiency. However, the discrepancy between offline metrics and online performance significantly…

计算机与社会 · 计算机科学 2026-05-29 Weibo Gao , Qi Liu , Linan Yue , Fangzhou Yao , Rui Lv , Zheng Zhang , Hao Wang , Zhenya Huang