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AI's integration into education promises to equip teachers with data-driven insights and intervene in student learning. Despite the intended advancements, there is a lack of understanding of interactions and emerging dynamics in classrooms…

Computers and Society · Computer Science 2024-12-20 Bingyi Han , Simon Coghlan , George Buchanan , Dana McKay

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

Intelligent tutoring systems (ITSs) that imitate human tutors and aim to provide immediate and customized instructions or feedback to learners have shown their effectiveness in education. With the emergence of generative artificial…

Computation and Language · Computer Science 2024-04-05 Zhengyuan Liu , Stella Xin Yin , Carolyn Lee , Nancy F. Chen

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

Interest-based learning (IBL) is a paradigm of instruction in which educational content is contextualized using learners' interests to enhance content relevance. IBL has been shown to result in improved learning outcomes. Unfortunately,…

Human-Computer Interaction · Computer Science 2026-03-02 Abhishek Kulkarni , Sharon Lynn Chu

As generative AI systems are integrated into educational settings, students often encounter AI-generated output while working through learning tasks, either by requesting help or through integrated tools. Trust in AI can influence how…

Human-Computer Interaction · Computer Science 2026-04-16 Griffin Pitts , Neha Rani , Weedguet Mildort

This paper presents a novel framework, Artificial Intelligence-Enabled Intelligent Assistant (AIIA), for personalized and adaptive learning in higher education. The AIIA system leverages advanced AI and Natural Language Processing (NLP)…

Artificial Intelligence · Computer Science 2023-09-21 Ramteja Sajja , Yusuf Sermet , Muhammed Cikmaz , David Cwiertny , Ibrahim Demir

The growing adoption of interactive learning tools in higher education offers new opportunities to enhance student performance and well-being. This study compares the effects of traditional and interactive learning methods on academic…

Human-Computer Interaction · Computer Science 2026-04-20 Siva Raja Sindiramutty

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

We present the design and evaluation of a web-based intelligent writing assistant that helps students recognize their revisions of argumentative essays. To understand how our revision assistant can best support students, we have implemented…

Human-Computer Interaction · Computer Science 2021-07-16 Tazin Afrin , Omid Kashefi , Christopher Olshefski , Diane Litman , Rebecca Hwa , Amanda Godley

As artificial intelligence (AI) becomes increasingly embedded in daily life, designing intuitive, trustworthy, and emotionally resonant AI-human interfaces has emerged as a critical challenge. This editorial introduces a Special Issue that…

Human-Computer Interaction · Computer Science 2024-12-13 Aparna Sundar , Tony Russell-Rose , Udo Kruschwitz , Karen Machleit

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

This study explores the integration of the ChatGPT API with GPT-4 model and Microsoft Copilot Studio on the Microsoft Teams platform to develop an intelligent tutoring system. Designed to provide instant support to students, the system…

Computation and Language · Computer Science 2024-05-24 Wei-Yu Chen

Artificial intelligence (AI) stands out as a game-changer in today's technology landscape. However, the integration of AI education in classroom curricula currently lags behind, leaving teenagers inadequately prepared for an imminent…

Integrating Large Language Models (LLMs) into educational practice enables personalized learning by accommodating diverse learner behaviors. This study explored diverse learner profiles within a multi-agent, LLM-empowered learning…

Computers and Society · Computer Science 2025-10-13 Zhanxin Hao , Jianxiao Jiang , Jifan Yu , Zhiyuan Liu , Yu Zhang

The new capabilities of generative artificial intelligence tools Generative AI, such as ChatGPT, allow users to interact with the system in intuitive ways, such as simple conversations, and receive (mostly) good-quality answers. These…

Human-Computer Interaction · Computer Science 2024-10-14 Matin Amoozadeh , Daye Nam , Daniel Prol , Ali Alfageeh , James Prather , Michael Hilton , Sruti Srinivasa Ragavan , Mohammad Amin Alipour

Within intelligent tutoring systems, considerable research has investigated hints, including how to generate data-driven hints, what hint content to present, and when to provide hints for optimal learning outcomes. However, less attention…

Artificial Intelligence · Computer Science 2020-10-14 Mehak Maniktala , Christa Cody , Tiffany Barnes , Min Chi

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

Existing work on generating hints in Intelligent Tutoring Systems (ITS) focuses mostly on manual and non-personalized feedback. In this work, we explore automatically generated questions as personalized feedback in an ITS. Our personalized…

Computation and Language · Computer Science 2022-06-10 Devang Kulshreshtha , Muhammad Shayan , Robert Belfer , Siva Reddy , Iulian Vlad Serban , Ekaterina Kochmar

This study investigates the impact of emotionally enriched AI feedback on student engagement and emotional responses in higher education. Leveraging the Control-Value Theory of Achievement Emotions, we conducted a randomized controlled…

Human-Computer Interaction · Computer Science 2024-10-22 Omar Alsaiari , Nilufar Baghaei , Hatim Lahza , Jason Lodge , Marie Boden , Hassan Khosravi
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