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The recent rapid advancement of LLM-based AI systems has accelerated our search and production of information. While the advantages brought by these systems seemingly improve the performance or efficiency of human activities, they do not…

Human-Computer Interaction · Computer Science 2025-04-22 Katelyn Xiaoying Mei , Nic Weber

The advent of Generative Artificial Intelligence (GAI) has revolutionized the field of writing, marking a shift towards human-AI collaborative writing in education. However, the dynamics of human-AI interaction in the collaborative writing…

Human-Computer Interaction · Computer Science 2024-06-24 Kaixun Yang , Yixin Cheng , Linxuan Zhao , Mladen Raković , Zachari Swiecki , Dragan Gašević , Guanliang Chen

Generative AI transforms knowledge production, validation, and dissemination, raising academic integrity and credibility concerns. This study examines 53 academic influencer videos that reached 5.3 million viewers to identify an emerging,…

Computers and Society · Computer Science 2025-06-02 Katalin Feher , Marton Demeter

The growing popularity of AI writing assistants creates exciting opportunities to support diverse writers. This study examines how personality shapes expectations for AI writing companions and how personality-informed design can enhance…

Human-Computer Interaction · Computer Science 2026-05-05 Mengke Wu , Kexin Quan , Weizi Liu , Mike Yao , Jessie Chin

Traditional visualisation designers often start with sketches before implementation. With generative AI, these sketches can be turned into AI-generated visualisations using specific prompts. However, guiding AI to create compelling visuals…

Human-Computer Interaction · Computer Science 2024-09-04 Aron E. Owen , Jonathan C. Roberts

The significance and abundance of data are increasing due to the growing digital data generated from social media, sensors, scholarly literature, patents, different forms of documents published online, databases, product manuals, etc.…

Machine Learning · Computer Science 2022-05-23 Workneh Yilma Ayele

Generative AI, with its tendency to "hallucinate" incorrect results, may pose a risk to knowledge work by introducing errors. On the other hand, it may also provide unprecedented opportunities for users, particularly non-experts, to learn…

Human-Computer Interaction · Computer Science 2024-12-20 Advait Sarkar , Xiaotong , Xu , Neil Toronto , Ian Drosos , Christian Poelitz

There are both benefits and drawbacks to cultural diversity. It can lead to friction and exacerbate differences. However, as with biological diversity, cultural diversity is valuable in times of upheaval; if a previously effective solution…

Neurons and Cognition · Quantitative Biology 2019-07-19 Liane Gabora , Stefan Leijnen

The growing use of Generative AI (GenAI) conversational search tools has raised concerns about their effects on people's metacognitive engagement, critical thinking, and learning. As people increasingly rely on GenAI to perform tasks such…

Human-Computer Interaction · Computer Science 2026-03-19 Anjali Singh , Zhitong Guan , Soo Young Rieh

Generative artificial intelligence (AI) has begun to reshape academic publishing by enabling the rapid production of submission-ready manuscripts. While such tools promise to enhance productivity, they also raise concerns about overwhelming…

Computers and Society · Computer Science 2025-09-23 Shan Jiang

This study investigates the aesthetic experience and educational value of collaborative artmaking with generative artificial intelligence (AI) among young learners and art students. Based on a survey of 112 participants, we examine how…

Computers and Society · Computer Science 2025-09-16 Chengyuan Zhang , Suzhe Xu

This study investigates the optimization of Generative AI (GenAI) systems through human feedback, focusing on how varying feedback mechanisms influence the quality of GenAI outputs. We devised a Human-AI training loop where 32 students,…

Human-Computer Interaction · Computer Science 2024-04-25 Jacob Sherson , Florent Vinchon

Creativity serves as a cornerstone for societal progress and innovation. With the rise of advanced generative AI models capable of tasks once reserved for human creativity, the study of AI's creative potential becomes imperative for its…

Generative artificial intelligence (AI) is increasingly being integrated into education, where it can boost learners' performance. However, these uses do not promote the deep cognitive and metacognitive processing that are required for…

Machine Learning · Computer Science 2026-05-14 Lixiang Yan , Samuel Greiff , Jason M. Lodge , Dragan Gašević

The characteristics of social partners have long been hypothesized as influential in guiding group interactions. Understanding how demographic cues impact networks of creative collaborators is critical for elevating creative performances…

Social and Information Networks · Computer Science 2021-04-30 Raiyan Abdul Baten , Richard Aslin , Gourab Ghoshal , Mohammed Ehsan Hoque

The demands for accurate and representative generative AI systems means there is an increased demand on participatory evaluation structures. While these participatory structures are paramount to to ensure non-dominant values, knowledge and…

Computers and Society · Computer Science 2024-11-18 Samantha Dalal , Siobhan Mackenzie Hall , Nari Johnson

Our study examines how generative AI (GenAI) influences performance, creative self-efficacy, and cognitive load in architectural conceptual design tasks. Thirty-six student participants from Architectural Engineering and other disciplines…

Artificial Intelligence · Computer Science 2026-01-16 Han Jiang , Yao Xiao , Rachel Hurley , Shichao Liu

A growing body of empirical research suggests that generative AI narrows performance gaps between novice and expert workers on routine tasks--the so-called "equalizer" effect. This paper challenges the generality of that conclusion. Drawing…

Human-Computer Interaction · Computer Science 2026-05-26 Tao An

Generative artificial intelligence (AI) systems are trained on large data corpora to generate new pieces of text, images, videos, and other media. There is growing concern that such systems may infringe on the copyright interests of…

Machine Learning · Computer Science 2024-09-10 Jiachen T. Wang , Zhun Deng , Hiroaki Chiba-Okabe , Boaz Barak , Weijie J. Su

Generative AI tools are used to create art-like outputs and sometimes aid in the creative process. These tools have potential benefits for artists, but they also have the potential to harm the art workforce and infringe upon artistic and…

Computers and Society · Computer Science 2024-10-02 Juniper Lovato , Julia Zimmerman , Isabelle Smith , Peter Dodds , Jennifer Karson