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Students of visualization come to formal education with an abundance of personal experience. However, one's exposure to graphics through media and education may not be sufficiently diverse to appreciate the nuance and complexity required to…

Human-Computer Interaction · Computer Science 2020-10-09 Amy Rae Fox , Taylor Jackson Scott

Artificial Intelligence (AI) can augment and sometimes even replace human cognition. Inspired by efforts to value human agency alongside productivity, we discuss the benefits of solving Citizen Science (CS) tasks with Hybrid Intelligence…

Generative Artificial Intelligence (GenAI) offers numerous opportunities to revolutionise teaching and learning in Computing Education (CE). However, educators have expressed concerns that students may over-rely on GenAI and use these tools…

Computers and Society · Computer Science 2024-12-17 Tony Haoran Feng , Andrew Luxton-Reilly , Burkhard C. Wünsche , Paul Denny

As Artificial Intelligence (AI) tools become increasingly embedded in higher education, understanding how students interact with these systems is essential to supporting effective learning. This study examines how students' AI literacy and…

Human-Computer Interaction · Computer Science 2025-07-30 Meryem Yilmaz Soylu , Jeonghyun Lee , Jui-Tse Hung , Christopher Zhang Cui , David A. Joyner

Case studies are typically used to teach 'ethics', but in quantitative courses it can seem distracting, for both instructor and learner, to introduce a case analysis. Moreover, case analyses are typically focused on issues relating to…

Other Statistics · Statistics 2024-12-12 Rochelle E. Tractenberg , Suzanne Thorton

Computing is increasingly central to innovation across a wide range of disciplinary and interdisciplinary problem domains. Students across noncomputing disciplines need to apply sophisticated computational skills and methods to fields as…

Computers and Society · Computer Science 2025-03-04 Murali Mani , Jie Shen , Tejaswi Manchineella , Ira Woodring , Jing Bai , Robert Benard , E Shirl Donaldson

Generating hints for incorrect code is a cognitively demanding task that fosters learning and metacognitive development. This study investigates three designs for personalized, scalable, and reflective hint-writing activities within a data…

Human-Computer Interaction · Computer Science 2026-04-23 Anjali Singh , Christopher Brooks , Warren Li , Juho Kim , Xu Wang

Generative models are now capable of producing natural language text that is, in some cases, comparable in quality to the text produced by people. In the computing education context, these models are being used to generate code, code…

Human-Computer Interaction · Computer Science 2023-08-09 Cynthia Zastudil , Magdalena Rogalska , Christine Kapp , Jennifer Vaughn , Stephen MacNeil

Generative AI challenges traditional assessments by allowing students to produce correct answers without demonstrating understanding or reasoning. Rather than prohibiting AI, this work argues that one way to integrate AI into education is…

Computers and Society · Computer Science 2026-02-03 Ahmad Samer Wazan

Artificial intelligence (AI) and data science are transforming chemical research, yet few formal courses are tailored to synthetic and experimental chemists, who often face steep entry barriers due to limited coding experience and lack of…

Artificial Intelligence · Computer Science 2026-04-10 Zhiling Zheng

Because of the rapid development and increasing public availability of Generative Artificial Intelligence (GenAI) models and tools, educational institutions and educators must immediately reckon with the impact of students using GenAI.…

Artificial Intelligence (AI) education is an increasingly popular topic area for K-12 teachers. However, little research has investigated how AI education can be designed to be more accessible to all learners. We organized co-design…

Physics Education · Physics 2020-09-24 Jessica Van Brummelen , Phoebe Lin

The rapid proliferation of generative AI has fundamentally altered the landscape of introductory computer science education. Traditional methods that prioritize syntax memorization and writing code from scratch are challenged by tools that…

Computers and Society · Computer Science 2026-04-21 Ildar Akhmetov , Juancho Buchanan

Computer vision (CV) techniques try to mimic human capabilities of visual perception to support labor-intensive and time-consuming tasks like the recognition and localization of critical objects. Nowadays, CV increasingly relies on…

Computer Vision and Pattern Recognition · Computer Science 2021-04-26 Patrick Zschech , Jannis Walk , Kai Heinrich , Michael Vössing , Niklas Kühl

In Fall 2023, we introduced a new AI Literacy class called The Essentials of AI for Life and Society (CS 109), a one-credit, seminar course consisting mainly of guest lectures, which was open to the entire university, including students,…

Computers and Society · Computer Science 2025-12-05 Zifan Xu , Kristen Procko , Michael Munje , Kristin Patterson , Lea Sabatini , Joydeep Biswas , Peter Stone

This paper presents the course design titled "Learning Management" of which the goal is to "learn collaborative learning" for a first-year undergraduate student. The objective of the class design is to help transform the student's belief of…

Computers and Society · Computer Science 2013-08-08 Yoshiaki Matsuzawa , Sayaka Tohyama , Sanshiro Sakai

Generative AI (GenAI) tools such as ChatGPT now provide novice programmers with instant, personalized support and are reshaping computing education. While a growing body of work examines AI's immediate impacts, longitudinal evidence remains…

Human-Computer Interaction · Computer Science 2026-03-25 Boxuan Ma , Huiyong Li , Gen Li , Li Chen , Cheng Tang , Atsushi Shimada , Shin'ichi Konomi

The development of Creativity, Communication, Critical Thinking, and Collaboration (the 4Cs) is a central objective of contemporary competency-based education. However, empirical evidence on how these competencies evolve across learning…

Computers and Society · Computer Science 2026-01-27 Margarida Romero

The growing integration of generative AI in higher education is transforming how students write, learn, and engage with knowledge. As AI tools become more integrated into classrooms, there is an urgent need for pedagogical approaches that…

Computers and Society · Computer Science 2025-11-21 Xinran Zhu , Cong Wang , Duane Searsmith

The increasing use of Generative Artificial Intelligence (GAI) tools in education highlights the need to understand their influence on individuals' thinking processes and agency. This research explored 20 university students' interaction…

Human-Computer Interaction · Computer Science 2024-12-02 Tianlong Zhong , Gaoxia Zhu , Kang You Lim , Yew Soon Ong