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The integration of AI assistants, especially through the development of Large Language Models (LLMs), into computer science education has sparked significant debate. An emerging body of work has looked into using LLMs in education, but few…

Human-Computer Interaction · Computer Science 2024-05-06 Wenhan Lyu , Yimeng Wang , Tingting , Chung , Yifan Sun , Yixuan Zhang

Multi-agent AI systems, which simulate diverse instructional roles such as teachers and peers, offer new possibilities for personalized and interactive learning. Yet, student-AI interaction patterns and their pedagogical implications remain…

Human-Computer Interaction · Computer Science 2026-03-24 Zhanxin Hao , Jie Cao , Ruimiao Li , Jifan Yu , Zhiyuan Liu , Yu Zhang

The capability of large language models (LLMs) to generate, debug, and explain code has sparked the interest of researchers and educators in undergraduate programming, with many anticipating their transformative potential in programming…

Human-Computer Interaction · Computer Science 2024-06-11 Aadarsh Padiyath , Xinying Hou , Amy Pang , Diego Viramontes Vargas , Xingjian Gu , Tamara Nelson-Fromm , Zihan Wu , Mark Guzdial , Barbara Ericson

Interactive online learning environments, represented by Massive AI-empowered Courses (MAIC), leverage LLM-driven multi-agent systems to transform passive MOOCs into dynamic, text-based platforms, enhancing interactivity through LLMs. This…

Computation and Language · Computer Science 2025-08-26 Yuanchun Wang , Yiyang Fu , Jifan Yu , Daniel Zhang-Li , Zheyuan Zhang , Joy Lim Jia Yin , Yucheng Wang , Peng Zhou , Jing Zhang , Huiqin Liu

Simulated Students offer a valuable methodological framework for evaluating pedagogical approaches and modelling diverse learner profiles, tasks which are otherwise challenging to undertake systematically in real-world settings. Recent…

Computers and Society · Computer Science 2025-11-11 Luis Marquez-Carpintero , Alberto Lopez-Sellers , Miguel Cazorla

In E-learning, there is still the problem of knowing how to ensure an individualized and continuous learner's follow-up during learning process, indeed among the numerous tools proposed, very few systems concentrate on a real time learner's…

Artificial Intelligence · Computer Science 2012-10-01 Abdelhamid Zouhair , El Mokhtar En-Naimi , Benaissa Amami , Hadhoum Boukachour , Patrick Person , Cyrille Bertelle

The widespread adoption of online courses opens opportunities for the analysis of learner behaviour and for the optimisation of web-based material adapted to observed usage. Here we introduce a mathematical framework for the analysis of…

Social and Information Networks · Computer Science 2019-07-17 Robert L. Peach , Sophia N. Yaliraki , David Lefevre , Mauricio Barahona

Mental health support in colleges is vital in educating students by offering counseling services and organizing supportive events. However, evaluating its effectiveness faces challenges like data collection difficulties and lack of…

Computation and Language · Computer Science 2024-12-06 Palak Sood , Chengyang He , Divyanshu Gupta , Yue Ning , Ping Wang

LLMs promise to democratize technical work in complex domains like programmatic data analysis, but not everyone benefits equally. We study how students with varied experiences use LLMs to complete Python-based data analysis in computational…

Human-Computer Interaction · Computer Science 2026-02-03 Qianou Ma , Kenneth Koedinger , Tongshuang Wu

In-context learning (ICL) has emerged as an effective approach to enhance the performance of large language models (LLMs). However, its effectiveness varies significantly across models and tasks, posing challenges for practitioners to…

Computation and Language · Computer Science 2025-07-15 Dingzriui Wang , Xuanliang Zhang , Keyan Xu , Qingfu Zhu , Wanxiang Che , Yang Deng

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

With increasingly available computer-based or online assessments, researchers have shown keen interest in analyzing log data to improve our understanding of test takers' problem-solving processes. In this paper, we propose a multi-state…

Applications · Statistics 2026-01-14 Jina Park , Ick Hoon Jin , Minjeong Jeon

As machine learning (ML) components become increasingly integrated into software systems, the emphasis on the ethical or responsible aspects of their use has grown significantly. This includes building ML-based systems that adhere to…

Software Engineering · Computer Science 2023-10-11 Hira Naveed

Monitoring of students behavior in school needs further consideration in order to lessen the number of casualties in every term. The study designs a data driven decision support on students behavior utilizing Fuzzy Based Approach. The study…

Human-Computer Interaction · Computer Science 2021-01-28 Jerry M. Lumasag , Hidear Talirongan , Florence Jean B. Talirongan , Charies L. Labanza

This paper introduces novel methods for preparing and analyzing student interaction data extracted from course management systems like Moodle to facilitate process mining, like the creation of graphs that show the process flow. Such graphs…

Computers and Society · Computer Science 2025-02-27 Tobias Hildebrandt , Lars Mehnen

To survive a learning management system (LMS) implementation an understanding of the needs of the various stakeholders is necessary. The goal of every LMS implementation is to ensure the use of the system by instructors and students to…

Computers and Society · Computer Science 2021-02-23 Ajayi Ekuase-Anwansedo , Susannah F. Craig , Jose Noguera

Sustained effort is essential for realizing the benefits of intelligent tutoring systems (ITS), yet many learners disengage or underuse available practice time. We introduce engagement forecasting as a supervised prediction task based on…

Machine Learning · Computer Science 2026-05-14 Eric S. Qiu , Danielle R. Thomas , Boyuan Guo , Vincent Aleven , Conrad Borchers

The online learning tools and management also known as Learning Management System (LMS) have been adopted by higher education as it allows convenient and flexibility in learning process between students and instructors or tutors with…

Computers and Society · Computer Science 2014-11-18 Yabit Alas , Muhammad Anshari

With the increase of distance learning, in general, and e-learning, in particular, having a system capable of determining the engagement of students is of primordial importance, and one of the biggest challenges, both for teachers,…

Computer Vision and Pattern Recognition · Computer Science 2023-03-24 Prabin Sharma , Shubham Joshi , Subash Gautam , Sneha Maharjan , Salik Ram Khanal , Manuel Cabral Reis , João Barroso , Vítor Manuel de Jesus Filipe

We explore the use of Large Language Models (LLMs) for automated assessment of open-text student reflections and prediction of academic performance. Traditional methods for evaluating reflections are time-consuming and may not scale…

Machine Learning · Computer Science 2025-06-19 Gen Li , Li Chen , Cheng Tang , Valdemar Švábenský , Daisuke Deguchi , Takayoshi Yamashita , Atsushi Shimada
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