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Intelligent tutoring systems have long enabled automated immediate feedback on student work when it is presented in a tightly structured format and when problems are very constrained, but reliably assessing free-form mathematical reasoning…

Computers and Society · Computer Science 2026-01-08 Aron Gohr , Marie-Amelie Lawn , Kevin Gao , Inigo Serjeant , Stephen Heslip

Generative AI (GenAI) has shown remarkable capabilities in generating diverse and realistic content across different formats like images, videos, and text. In Generative AI, human involvement is essential, thus HCI literature has…

Human-Computer Interaction · Computer Science 2024-01-17 Jingyu Shi , Rahul Jain , Hyungjun Doh , Ryo Suzuki , Karthik Ramani

The rapid development of generative artificial intelligence (GenAI) tools such as ChatGPT has intensified interest in their role in higher education, particularly in how students perceive and use them and how these perceptions may relate to…

Computers and Society · Computer Science 2026-03-20 Seyma Yaman Kayadibi

This study investigates students' perceptions of Artificial Intelligence (AI) grading systems in an undergraduate computer science course (n = 27), focusing on a block-based programming final project. Guided by the ethical principles…

Artificial Intelligence · Computer Science 2026-02-24 Bahare Riahi , Viktoriia Storozhevykh , Veronica Catete

The deployment of generative AI (GenAI) models raises significant fairness concerns, addressed in this paper through novel characterization and enforcement techniques specific to GenAI. Unlike standard AI performing specific tasks, GenAI's…

Machine Learning · Computer Science 2025-08-12 Chih-Hong Cheng , Changshun Wu , Xingyu Zhao , Saddek Bensalem , Harald Ruess

The advent of Generative AI (GenAI) in education presents a transformative approach to traditional teaching methodologies, which often overlook the diverse needs of individual students. This study introduces a GenAI tool, based on advanced…

Computers and Society · Computer Science 2024-03-20 Kostas Karpouzis , Dimitris Pantazatos , Joanna Taouki , Kalliopi Meli

Prompt optimization improves language models without updating their weights by searching for a better system prompt, but its effectiveness varies widely across tasks. We study what makes a task amenable to prompt optimization. We show that…

Machine Learning · Computer Science 2026-04-13 Zhaolin Gao , Yu , Wang , Bo Liu , Thorsten Joachims , Kianté Brantley , Wen Sun

We present a study that explores the role of user-centred design in developing Generative AI (GenAI) tools for music composition. Through semi-structured interviews with professional composers, we gathered insights on a novel generative…

Sound · Computer Science 2024-12-17 Eleanor Row , György Fazekas

Generative AI (GenAI), which aims to synthesize realistic and diverse data samples from latent variables or other data modalities, has achieved remarkable results in various domains, such as natural language, images, audio, and graphs.…

Machine Learning · Computer Science 2024-08-02 Shiji Zhou , Lianzhe Wang , Jiangnan Ye , Yongliang Wu , Heng Chang

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

Collaboration with artificial intelligence (AI) has improved human decision-making across various domains by leveraging the complementary capabilities of humans and AI. Yet, humans systematically overrely on AI advice, even when their…

Human-Computer Interaction · Computer Science 2026-05-15 Joshua Holstein , Patrick Hemmer , Gerhard Satzger , Wei Sun

Human-machine complementarity is important when neither the algorithm nor the human yield dominant performance across all instances in a given domain. Most research on algorithmic decision-making solely centers on the algorithm's…

Human-Computer Interaction · Computer Science 2021-12-14 Ruijiang Gao , Maytal Saar-Tsechansky , Maria De-Arteaga , Ligong Han , Min Kyung Lee , Matthew Lease

Proto-personas are commonly used during early-stage Product Discovery, such as Lean Inception, to guide product definition and stakeholder alignment. However, the manual creation of proto-personas is often time-consuming, cognitively…

Prompts used in recent large language model based applications are often fixed and lengthy, leading to significant computational overhead. To address this challenge, we propose Generative Prompt Internalization (GenPI), a lightweight method…

Computation and Language · Computer Science 2026-02-12 Haebin Shin , Lei Ji , Yeyun Gong , Sungdong Kim , Eunbi Choi , Minjoon Seo

This study investigates the impact of a novel application of generative artificial intelligence (AI) in physics instruction: engaging students in prompting, refining, and validating AI-constructed simulations of physical phenomena. In a…

Physics Education · Physics 2025-09-30 Yossi Ben-Zion , Turhan K. Carroll , Colin G. West , Jesse Wong , Noah D. Finkelstein

As generative AI (GenAI) emerges as a transformative force, clear understanding of high school students' perspectives is essential for GenAI's meaningful integration in high school environments. In this work, we draw insights from a…

Human-Computer Interaction · Computer Science 2025-06-25 Isabella Pu , Prerna Ravi , Linh Dieu Dinh , Chelsea Joe , Caitlin Ogoe , Zixuan Li , Cynthia Breazeal , Anastasia K. Ostrowski

Self-adaptive systems (SASs) are designed to handle changes and uncertainties through a feedback loop with four core functionalities: monitoring, analyzing, planning, and execution. Recently, generative artificial intelligence (GenAI),…

Software Engineering · Computer Science 2025-12-05 Jialong Li , Mingyue Zhang , Nianyu Li , Danny Weyns , Zhi Jin , Kenji Tei

Recommender systems continually retrain on user reactions to their own predictions, creating AI feedback loops that amplify biases and diminish fairness over time. Despite this well-known risk, most bias mitigation techniques are tested…

Information Retrieval · Computer Science 2025-09-03 Theodor Stoecker , Samed Bayer , Ingo Weber

Generative Artificial Intelligence (GenAI) has the potential to transform higher education by generating human-like content. The advancement in GenAI has revolutionised several aspects of education, especially subject and assessment design.…

Computers and Society · Computer Science 2025-03-04 Aakanksha Sharma , Samar Shailendra , Rajan Kadel

This paper introduces REVA, a human-AI system that expedites instructor review of voluminous AI-generated programming feedback by sequencing submissions to minimize cognitive context shifts and propagating instructor-driven revisions across…

Human-Computer Interaction · Computer Science 2025-07-16 Xiaohang Tang , Sam Wong , Zicheng He , Yalong Yang , Yan Chen