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The rapid advancement of large-scale language models (LLMs) has shown their potential to transform intelligent education systems (IESs) through automated teaching and learning support applications. However, current IESs often rely on…

Computers and Society · Computer Science 2026-01-09 Yuxin Liu , Zeqing Song , Jiong Lou , Chentao Wu , Jie Li

Students learning algorithms often need support as they interpret traces, debug reasoning errors, and apply procedures across unfamiliar problem instances. In this paper, we present KITE (Knowledge-Informed Tutoring Engine), a…

Artificial Intelligence · Computer Science 2026-05-14 Mragisha Jain , Tirth Bhatt , Griffin Pitts , Aum Pandya , Peter Brusilovsky , Narges Norouzi , Arto Hellas , Juho Leinonen , Bita Akram

We introduce ACE-TA, the Agentic Coding and Explanations Teaching Assistant framework, that autonomously routes conceptual queries drawn from programming course material to grounded Q&A, stepwise coding guidance, and automated quiz…

Human-Computer Interaction · Computer Science 2026-04-14 Himanshu Tripathi , Charlottee Crowell , Kaley Newlin , Subash Neupane , Shahram Rahimi , Jason Keith

We provide ongoing results from the development of a personalized learning system integrated into a serious game. Given limited instructor resources, the use of computerized systems to help tutor students offers a way to provide higher…

Computers and Society · Computer Science 2023-05-29 Ying Tang , Ryan Hare

High enrollment in STEM-related degree programs has created increasing demand for scalable tutoring support, as universities experience a shortage of qualified instructors and teaching assistants (TAs). To address this challenge, LeafTutor,…

Computers and Society · Computer Science 2026-01-07 Madison Bochard , Tim Conser , Alyssa Duran , Lazaro Martull , Pu Tian , Yalong Wu

The growing ubiquity of artificial intelligence (AI), in particular large language models (LLMs), has profoundly altered the way in which learners gain knowledge and interact with learning material, with many claiming that AI positively…

Artificial Intelligence · Computer Science 2025-07-18 Jarosław A. Chudziak , Adam Kostka

Artificial Intelligence (AI), especially cloud platforms and large language models (LLMs), is changing how engineering is taught by making learning more interactive and flexible. However, in electrical engineering and energy systems,…

Systems and Control · Electrical Eng. & Systems 2026-04-29 Osasumwen Cedric Ogiesoba-Eguakun , Phani Kumar Inkollu , Rupesh Sah , Zia Rashid , Douglas Jussaume , Suman Rath

Human cognitive development is shaped not only by individual effort but by structured social interaction, where role-based exchanges such as those between a tutor and a learner, enable solutions that neither could achieve alone. Inspired by…

Artificial Intelligence · Computer Science 2026-04-13 Nurullah Eymen Özdemir , Erhan Oztop

AI2T is an interactively teachable AI for authoring intelligent tutoring systems (ITSs). Authors tutor AI2T by providing a few step-by-step solutions and then grading AI2T's own problem-solving attempts. From just 20-30 minutes of…

Human-Computer Interaction · Computer Science 2024-11-28 Daniel Weitekamp , Erik Harpstead , Kenneth Koedinger

Agentic Artificial Intelligence (AI) represents a paradigm shift from reactive systems to proactive, autonomous decision making frameworks. Existing AI-based educational systems remain fragmented and lack multi-level integration across…

Multiagent Systems · Computer Science 2026-04-21 Arya Mary K J , Deepthy K Bhaskar , Sinu T S , Binu V P

This study evaluates the efficacy of ChatGPT as an AI teaching and learning support tool in an integrated circuit systems course at a higher education institution in an Asian country. Various question types were completed, and ChatGPT…

Computers and Society · Computer Science 2023-11-03 Thanh Nguyen Ngoc , Quang Nhat Tran , Arthur Tang , Bao Nguyen , Thuy Nguyen , Thanh Pham

With the rapid advancement of artificial intelligence (AI) in various domains, the education sector is set for transformation. The potential of AI-driven tools in enhancing the learning experience, especially in programming, is immense.…

Software Engineering · Computer Science 2024-04-08 Eduard Frankford , Clemens Sauerwein , Patrick Bassner , Stephan Krusche , Ruth Breu

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…

Computers and Society · Computer Science 2025-05-07 Mohsen Balavar , Wenli Yang , David Herbert , Soonja Yeom

This research-to-practice work-in-progress (WIP) paper presents an AI-enabled smart tutor designed to provide homework assessment and feedback for students in an undergraduate circuit analysis course. We detail the tutor's design philosophy…

Computers and Society · Computer Science 2025-06-11 Liangliang Chen , Huiru Xie , Jacqueline Rohde , Ying Zhang

Education is one of the most promising real-world applications for Large Language Models (LLMs). However, current LLMs rely on static pre-training knowledge and lack adaptation to individual learners, while existing RAG systems fall short…

Computers and Society · Computer Science 2026-05-12 Bingxi Zhao , Jiahao Zhang , Xubin Ren , Zirui Guo , Tianzhe Chu , Yi Ma , Chao Huang

Intelligent Tutoring Systems (ITSs) have shown great potential in delivering personalized and adaptive education, but their widespread adoption has been hindered by the need for specialized programming and design skills. Existing approaches…

Human-Computer Interaction · Computer Science 2024-05-24 Tommaso Calo , Christopher J. MacLellan

Generative AI and agentic tools are reshaping agile software development, yet many engineering curricula still teach agile methods and AI competencies separately and largely lecture-based. This paper presents a project-based AI Engineering…

Software Engineering · Computer Science 2026-03-11 Andreas Rausch , Stefan Wittek , Tobias Geger , David Inkermann

Circuit schematics play a crucial role in analog integrated circuit design, serving as the primary medium for human understanding and verification of circuit functionality. While recent large language model (LLM)-based approaches have shown…

Machine Learning · Computer Science 2025-10-21 Chang Liu , Danial Chitnis

The integration of artificial intelligence (AI) into education continues to evoke both promise and skepticism. While past waves of technological optimism often fell short, recent advances in large language models (LLMs) have revived the…

Computers and Society · Computer Science 2025-12-16 Lucia Happe , Dominik Fuchß , Luca Hüttner , Kai Marquardt , Anne Koziolek

With the rapid advancement of Large Language Models (LLMs) and Artificial Intelligence (AI) agents, agentic workflows are showing transformative potential in education. This study introduces the Agentic Workflow for Education (AWE), a…

Computers and Society · Computer Science 2025-09-03 Yuan-Hao Jiang , Yijie Lu , Ling Dai , Jiatong Wang , Ruijia Li , Bo Jiang
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