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This intervention study investigates the use of counterarguments in writing for critical thinking by students in the context of Generative AI (GenAI). This is especially as risks of cheating and cognitive offloading exist with the use of…

Computation and Language · Computer Science 2026-05-08 Tosin Adewumi , Marcus Liwicki , Foteini Simistira Liwicki , Lama Alkhaled , Hamam Mokayed , Esra Sümer-Arpak

Generative AI (GenAI) has introduced myriad opportunities and challenges for higher education. Anticipating this potential transformation requires understanding students' contextualised practices and norms around GenAI. We conducted…

Human-Computer Interaction · Computer Science 2025-01-16 Auste Simkute , Viktor Kewenig , Abigail Sellen , Sean Rintel , Lev Tankelevitch

Generative artificial intelligence (GenAI) is increasingly used for programming, yet it remains unclear when and where GenAI tools lead to productivity gains. Evidence on the effects of GenAI on the long-term development of programming…

Software Engineering · Computer Science 2026-05-07 Sebastian Maier , Moritz Gunzenhäuser , Jonas Schweisthal , Manuel Schneider , Stefan Feuerriegel

Generative artificial intelligence (genAI) is rapidly reshaping how knowledge and culture are produced and consumed. Yet generative models are vulnerable to model collapse: when trained on data generated by earlier versions of themselves,…

Physics and Society · Physics 2026-04-24 Fabian Baumann , Erol Akçay , Joshua B. Plotkin

The use of generative AI (GenAI) tools has fundamentally transformed software development. Central to this shift is prompt engineering, the practice of crafting textual prompts to guide GenAI tools in generating useful content. Although…

Software Engineering · Computer Science 2026-01-26 Daniel Otten , Trevor Stalnaker , Nathan Wintersgill , Oscar Chaparro , Denys Poshyvanyk

This paper examines the impact of Generative Artificial Intelligence (GenAI) on scientific practices, conducting a qualitative review of selected literature to explore its applications, benefits, and challenges. The review draws on the…

Computers and Society · Computer Science 2025-07-14 Ryan Harries , Cornelia Lawson , Philip Shapira

Many state-of-the-art generative AI (GenAI) systems are increasingly prone to anthropomorphic behaviors, i.e., to generating outputs that are perceived to be human-like. While this has led to scholars increasingly raising concerns about…

Computers and Society · Computer Science 2024-10-14 Myra Cheng , Alicia DeVrio , Lisa Egede , Su Lin Blodgett , Alexandra Olteanu

Artificial Intelligence (AI), and in particular generative models, are transformative tools for knowledge work. They problematise notions of creativity, originality, plagiarism, the attribution of credit, and copyright ownership. Critics of…

Human-Computer Interaction · Computer Science 2023-07-21 Advait Sarkar

AI large language models have (co-)produced amazing written works from newspaper articles to novels and poetry. These works meet the standards of the standard definition of creativity: being original and useful, and sometimes even the…

Artificial Intelligence · Computer Science 2022-06-22 Claire Stevenson , Iris Smal , Matthijs Baas , Raoul Grasman , Han van der Maas

Generative AI (GenAI) has recently transformed software development. Due to the ease of generating code, open source projects are experiencing a growth in contributions. To address the rise of GenAI, open source projects have begun…

Software Engineering · Computer Science 2026-05-19 Andre Hora , Romain Robbes

Generative AI (GenAI) has witnessed remarkable progress in recent years and demonstrated impressive performance in various generation tasks in different domains such as computer vision and computational design. Many researchers have…

Machine Learning · Computer Science 2024-04-30 Yilin Ye , Jianing Hao , Yihan Hou , Zhan Wang , Shishi Xiao , Yuyu Luo , Wei Zeng

Generative AIs produce creative outputs in the style of human expression. We argue that encounters with the outputs of modern generative AI models are mediated by the same kinds of aesthetic judgments that organize our interactions with…

Computers and Society · Computer Science 2023-09-25 Jessica Hullman , Ari Holtzman , Andrew Gelman

Generative AI systems have entered everyday academic, professional, and personal life with remarkable speed, yet most users encounter them as mysterious artifacts rather than intelligible systems. This chapter discusses large language…

Computers and Society · Computer Science 2026-04-21 John T. Behrens

Generative Artificial Intelligence (AI) tools are increasingly deployed across social media platforms, yet their implications for user behavior and experience remain understudied, particularly regarding two critical dimensions: (1) how AI…

Human-Computer Interaction · Computer Science 2025-06-18 Anders Giovanni Møller , Daniel M. Romero , David Jurgens , Luca Maria Aiello

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

What does it mean for a generative AI model to be explainable? The emergent discipline of explainable AI (XAI) has made great strides in helping people understand discriminative models. Less attention has been paid to generative models that…

Human-Computer Interaction · Computer Science 2022-02-11 Jiao Sun , Q. Vera Liao , Michael Muller , Mayank Agarwal , Stephanie Houde , Kartik Talamadupula , Justin D. Weisz

The co creativity community is making significant progress in developing more sophisticated and tailored systems to support and enhance human creativity. Design considerations from prior work can serve as a valuable and efficient foundation…

Human-Computer Interaction · Computer Science 2025-06-30 Saloni Singh , Koen Hindriks , Dirk Heylen , Kim Baraka

Generative AI (GenAI) is both promising and challenging in supporting people with disabilities (PwDs) in creating stories about disability. GenAI can reduce barriers to media production and inspire the creativity of PwDs, but it may also…

Human-Computer Interaction · Computer Science 2026-01-21 Shuo Niu , Dylan Clements , Hyungsin Kim

The rise of generative AI (GenAI) chatbots accessible via conversational interfaces is transforming digital interactions and holds economic promise. However, these tools might deepen existing inequalities -- not only through uneven,…

Generative artificial intelligence (GenAI) models are increasingly used for scientific data generation, yet their alignment with empirical knowledge in urban science remains unclear. Here, we introduce AI4US (Artificial Intelligence for…

Physics and Society · Physics 2025-10-02 Yecheng Zhang , Rong Zhao , Zimu Huang , Xinyu Wang , Yue Ma , Ying Long