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Generative AI is reshaping higher education, yet research has focused largely on students, while instructors remain understudied despite their central role in mediating adoption and modeling responsible use. We present the \textit{AI…

Human-Computer Interaction · Computer Science 2025-09-24 Si Chen , Xiuxiu Tang , Alison Cheng , Nitesh Chawla , G. Alex Ambrose , Ronald Metoyer

Instructor's feedback plays a critical role in students' development of conceptual understanding and reasoning skills. However, grading student written responses and providing personalized feedback can take a substantial amount of time. In…

Physics Education · Physics 2024-06-17 Tong Wan , Zhongzhou Chen

Feedback is one of the most powerful influences on student learning, with extensive research examining how best to implement it in educational settings. Increasingly, feedback is being generated by artificial intelligence (AI), offering…

Human-Computer Interaction · Computer Science 2025-10-23 Omar Alsaiari , Nilufar Baghaei , Jason M. Lodge , Omid Noroozi , Dragan Gašević , Marie Boden , Hassan Khosravi

Figures and their captions play a key role in scientific publications. However, despite their importance, many captions in published papers are poorly crafted, largely due to a lack of attention by paper authors. While prior AI research has…

Human-Computer Interaction · Computer Science 2025-01-14 Ho Yin , Ng , Ting-Yao Hsu , Jiyoo Min , Sungchul Kim , Ryan A. Rossi , Tong Yu , Hyunggu Jung , Ting-Hao 'Kenneth' Huang

How do students develop AI literacy through everyday practice rather than formal instruction? While normative AI literacy frameworks proliferate, empirical understanding of how students actually learn to work with generative AI remains…

Human-Computer Interaction · Computer Science 2026-01-29 Tawfiq Ammari , Meilun Chen , S M Mehedi Zaman , Kiran Garimella

The proliferation of generative AI tools has rendered traditional modular assessments in computing and data-centric education increasingly ineffective, creating a disconnect between academic evaluation and authentic skill measurement. This…

Computers and Society · Computer Science 2026-01-22 Kaihua Ding

Despite AI tools becoming increasingly embedded in academic practice, little is known about how university students integrate them into their writing processes. We examine how students engage with AI across different writing tasks, and how…

Human-Computer Interaction · Computer Science 2026-04-29 Silvia Bodei , Duncan P. Brumby , Katie Fisher , Jon Mella

As generative artificial intelligence (AI) enables the creation and dissemination of information at massive scale and speed, it is increasingly important to understand how people perceive AI-generated content. One prominent policy proposal…

Computers and Society · Computer Science 2025-04-23 Isabel O. Gallegos , Chen Shani , Weiyan Shi , Federico Bianchi , Izzy Gainsburg , Dan Jurafsky , Robb Willer

Artificial Intelligence (AI) is becoming more and more popular as time passes, allowing to perform tasks that were difficult to do in the past. From predictions to customization, AI is being used in many areas, not being educational…

Computers and Society · Computer Science 2023-10-16 David Roldán-Álvarez

Artificial Intelligence (AI) is increasingly permeating classrooms worldwide, yet its adoption in schools of developing countries remains under-explored. This paper investigates AI adoption, usage patterns, and perceived impact in Pakistani…

Computers and Society · Computer Science 2025-10-01 Syed Hassan Raza , Azib Farooq

The rapid integration of generative artificial intelligence into education has driven digital transformation in e-teaching, yet user perceptions of AI educational apps remain underexplored. This study performs a sentiment-driven evaluation…

Computers and Society · Computer Science 2025-12-16 Adeleh Mazaherian , Erfan Nourbakhsh

This study evaluates the pedagogical soundness and usability of AI-generated lesson plans across five leading large language models: ChatGPT (GPT-5), Claude Sonnet 4.5, Gemini 2.5 Flash, DeepSeek V3.2, and Grok 4. Beyond model choice, three…

Computation and Language · Computer Science 2025-10-24 Xincheng Liu

AI-assisted development tools promise productivity gains and improved code quality, yet their adoption among developers remains inconsistent. Prior research suggests that professional expertise influences technology adoption, but its role…

Human-Computer Interaction · Computer Science 2025-04-22 Ilya Zakharov , Ekaterina Koshchenko , Agnia Sergeyuk

With recent advances in generative AI, conversational models like ChatGPT have become feasible candidates for TAs. We investigate the practicality of using generative AI as TAs in introductory programming education by examining novice…

Human-Computer Interaction · Computer Science 2023-09-20 Changyoon Lee , Junho Myung , Jieun Han , Jiho Jin , Alice Oh

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

As AI tools such as ChatGPT enter programming classrooms, students encounter differing rules across courses and instructors, which shape how they use AI and leave them with unequal capabilities for leveraging it. We investigate how students…

Human-Computer Interaction · Computer Science 2026-04-14 Tianyu Shao , Miguel Feijóo-García , Yi Zhang , Hugo Castellanos , Tawfiq Salem , Alejandra Magana , Tianyi Li

Providing feedback on programming assignments manually is a tedious, error prone, and time-consuming task. In this paper, we motivate and address the problem of generating feedback on performance aspects in introductory programming…

Programming Languages · Computer Science 2014-09-18 Sumit Gulwani , Ivan Radiček , Florian Zuleger

Coaching, which involves classroom observation and expert feedback, is a widespread and fundamental part of teacher training. However, the majority of teachers do not have access to consistent, high quality coaching due to limited resources…

Computation and Language · Computer Science 2023-06-06 Rose E. Wang , Dorottya Demszky

Generative AI, particularly Language Models (LMs), has the potential to transform real-world domains with societal impact, particularly where access to experts is limited. For example, in education, training novice educators with expert…

Computation and Language · Computer Science 2025-01-28 Rose E. Wang , Ana T. Ribeiro , Carly D. Robinson , Susanna Loeb , Dora Demszky

Artificial intelligence (AI) is transforming society, making it crucial to prepare the next generation through AI literacy in K-12 education. However, scalable and reliable AI literacy materials and assessment resources are lacking. To…

Human-Computer Interaction · Computer Science 2024-12-03 Jiayi Wang , Ruiwei Xiao , Ying-Jui Tseng