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This research investigates distinct human-generative AI collaboration types and students' interaction experiences when collaborating with generative AI (i.e., ChatGPT) for problem-solving tasks and how these factors relate to students'…

Human-Computer Interaction · Computer Science 2024-05-24 Gaoxia Zhu , Vidya Sudarshan , Jason Fok Kow , Yew Soon Ong

Engineering classrooms are increasingly experimenting with generative AI (GenAI), but most uses remain confined to individual prompting and isolated assistance. This narrow framing risks reinforcing equity gaps and only rewarding the…

Computers and Society · Computer Science 2026-01-13 Junaid Qadir , Muhammad Salman Khan

Most attention in K-12 artificial intelligence and machine learning (AI/ML) education has been given to having youths train models, with much less attention to the equally important testing of models when creating machine learning…

Computers and Society · Computer Science 2023-12-15 L. Morales-Navarro , M. Shah , Y. B. Kafai

Help-seeking is a critical way for students to learn new concepts, acquire new skills, and get unstuck when problem-solving in their computing courses. The recent proliferation of generative AI tools, such as ChatGPT, offers students a new…

Human-Computer Interaction · Computer Science 2024-01-05 Irene Hou , Sophia Metille , Zhuo Li , Owen Man , Cynthia Zastudil , Stephen MacNeil

This study examines the adaptation of the problem-solving studio to computer science education by combining it with pair programming. Pair programming is a software engineering practice in industry, but has seen mixed results in the…

Computers and Society · Computer Science 2023-11-06 J. Walker Orr

Drawing supports learning by externalizing mental models, but providing timely feedback at scale remains challenging. We present Draw2Learn, a system that explores how AI can act as a supportive teammate during drawing-based learning. The…

Human-Computer Interaction · Computer Science 2026-02-03 Yuqi Hang

Iterative peer grading activities may keep students engaged during in-class project presentations. Effective methods for collecting and aggregating peer assessment data are essential. Students tend to grade projects favorably. So, while…

Computer Science and Game Theory · Computer Science 2025-03-25 Lihi Dery

Teams can outperform individuals; could adding AI teammates further bolster performance of teams solving problems collaboratively? Collaborative problem solving (CPS) research commonly studies teams with two agents (human-human or…

Human-Computer Interaction · Computer Science 2024-10-23 Nikita Haduong , Irene Wang , Bo-Ru Lu , Prithviraj Ammanabrolu , Noah A. Smith

Collaboration within mathematics has been established as being effective in providing students with crucial opportunities to develop critical thinking, effective communication, and teamwork skills. By engaging in group problem-solving and…

History and Overview · Mathematics 2025-08-19 Sang Hyun Kim , Tanya Evans

The widespread adoption of generative AI is already impacting learning and help-seeking. While the benefits of generative AI are well-understood, recent studies have also raised concerns about increased potential for cheating and negative…

Computers and Society · Computer Science 2025-04-15 Irene Hou , Owen Man , Kate Hamilton , Srishty Muthusekaran , Jeffin Johnykutty , Leili Zadeh , Stephen MacNeil

Abstract concepts like software design patterns and the OSI model often pose challenges for engineering students, and traditional methods may fall short in promoting deep understanding and individual accountability. This study explores the…

Computers and Society · Computer Science 2025-08-26 Daniel San Martin , Carlos Manzano , Valter Vieira de Camargo

This article deals with peer-assessment in the context of higher education teaching in mathematics, and examines the nature of student activity when assessing work produced by peers. After an overview of research on peer assessment, we…

History and Overview · Mathematics 2023-10-27 Juliette Veuillez--Mainard , Simon Modeste

In human-AI interaction, respecting user agency is essential for fostering trust and sustaining effective use of technology. In educational settings, dynamically integrating individual and collaborative learning offers pedagogical value by…

Human-Computer Interaction · Computer Science 2026-05-20 Kexin Bella Yang , Menghan Liu , Liyi Xu , Nikol Rummel , Vincent Aleven

Generative AI (GenAI), especially Large Language Models (LLMs), is rapidly reshaping both programming workflows and computer science education. Many programmers now incorporate GenAI tools into their workflows, including for collaborative…

Human-Computer Interaction · Computer Science 2025-05-14 Wenhan Lyu , Yimeng Wang , Yifan Sun , Yixuan Zhang

AI tools are being deployed over MBSE models today, and those models were not designed for this kind of consumption. The problem is not simply that tools hallucinate: well-prompted frontier models produce competent, useful output over a…

Software Engineering · Computer Science 2026-04-29 Siyuan Ji

AI-based design tools are proliferating in professional software to assist engineering and industrial designers in complex manufacturing and design tasks. These tools take on more agentic roles than traditional computer-aided design tools…

Human-Computer Interaction · Computer Science 2023-03-02 Frederic Gmeiner , Humphrey Yang , Lining Yao , Kenneth Holstein , Nikolas Martelaro

Peer-customer is a mechanism to pair student teams with customers in hands-on curriculum courses. Each student pitches a problem they want someone else in the class to solve for them. The use of peer-customers provides practical and…

Physics Education · Physics 2024-09-16 Edward Jay Wang

Collaborative problem-solving under time pressure is common but difficult, as teams must generate ideas quickly, coordinate actions, and track progress. Generative AI offers new opportunities to assist, but we know little about how…

Human-Computer Interaction · Computer Science 2026-02-23 Anirban Mukhopadhyay , Kevin Salubre , Hifza Javed , Shashank Mehrotra , Kumar Akash

While mathematical creative writing can potentially engage students in expressing mathematical ideas in an imaginative way, some elementary school-age students struggle in this process. Generative AI (GenAI) offers possibilities for…

Computers and Society · Computer Science 2024-09-12 Yukyeong Song , Jinhee Kim , Wanli Xing , Zifeng Liu , Chenglu Li , Hyunju Oh

Artificial Intelligence (AI), with ChatGPT as a prominent example, has recently taken center stage in various domains including higher education, particularly in Computer Science and Engineering (CSE). The AI revolution brings both…

Computers and Society · Computer Science 2024-07-09 Zhangying He , Thomas Nguyen , Tahereh Miari , Mehrdad Aliasgari , Setareh Rafatirad , Hossein Sayadi