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A new class of tools, colloquially called generative AI, can produce high-quality artistic media for visual arts, concept art, music, fiction, literature, video, and animation. The generative capabilities of these tools are likely to…

Generative AI does not only replicate human creativity but also reproduces deep-seated cultural biases, making it crucial to critically examine how concepts like ugliness are understood and expressed by these tools. This study investigates…

Human-Computer Interaction · Computer Science 2025-07-17 Garyoung Kim , Huisung Kwon , Seoju Yun , Yu-Won Youn

The widespread adoption of generative AI is already impacting learning and help-seeking. While the benefits of generative AI are well-understood, recent studies have also raised concerns about increased potential for cheating and negative…

Computers and Society · Computer Science 2025-04-15 Irene Hou , Owen Man , Kate Hamilton , Srishty Muthusekaran , Jeffin Johnykutty , Leili Zadeh , Stephen MacNeil

The effects of generative AI are experienced by a broad range of constituencies, but the disciplinary inputs to its development have been surprisingly narrow. Here we present a set of provocations from humanities researchers -- currently…

Computers and Society · Computer Science 2026-01-14 Lauren Klein , Meredith Martin , André Brock , Maria Antoniak , Melanie Walsh , Jessica Marie Johnson , Lauren Tilton , David Mimno

The proliferation of text-to-image diffusion models (T2I DMs) has led to an increased presence of AI-generated images in daily life. However, biased T2I models can generate content with specific tendencies, potentially influencing people's…

Computer Vision and Pattern Recognition · Computer Science 2025-04-03 Huayang Huang , Xiangye Jin , Jiaxu Miao , Yu Wu

The increasing ubiquity of text-to-image (T2I) models as tools for visual content generation raises concerns about their ability to accurately represent diverse cultural contexts -- where missed cues can stereotype communities and undermine…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Shravan Nayak , Mehar Bhatia , Xiaofeng Zhang , Verena Rieser , Lisa Anne Hendricks , Sjoerd van Steenkiste , Yash Goyal , Karolina Stańczak , Aishwarya Agrawal

Advances in generative models have led to significant interest in image synthesis, demonstrating the ability to generate high-quality images for a diverse range of text prompts. Despite this progress, most studies ignore the presence of…

Artificial Intelligence · Computer Science 2024-07-02 Nila Masrourisaadat , Nazanin Sedaghatkish , Fatemeh Sarshartehrani , Edward A. Fox

Generative artificial intelligence (GenAI) has already had a big impact on computing education with prior research identifying many benefits. However, recent studies have also identified potential risks and harms. To continue maximizing AI…

Human-Computer Interaction · Computer Science 2025-10-07 Seth Bernstein , Ashfin Rahman , Nadia Sharifi , Ariunjargal Terbish , Stephen MacNeil

In this work, we propose and assess the potential of generative artificial intelligence (AI) to generate public engagement around potential clean energy sources. Such an application could increase energy literacy -- an awareness of…

Computers and Society · Computer Science 2023-12-05 Veda Joynt , Jacob Cooper , Naman Bhargava , Katie Vu , O Hwang Kwon , Todd R. Allen , Aditi Verma , Majdi I. Radaideh

Many educational technologies use artificial intelligence (AI) that presents generated or produced language to the learner. We contend that all language, including all AI communication, encodes information about the identity of the human or…

Human-Computer Interaction · Computer Science 2021-11-17 Amanda Buddemeyer , Erin Walker , Malihe Alikhani

Text-to-Image (T2I) models have demonstrated impressive capabilities in generating high-quality and diverse visual content from natural language prompts. However, uncontrolled reproduction of sensitive, copyrighted, or harmful imagery poses…

Computer Vision and Pattern Recognition · Computer Science 2025-05-30 Yiwei Xie , Ping Liu , Zheng Zhang

Text-to-image generative models have made remarkable progress in producing high-quality visual content from textual descriptions, yet concerns remain about how they represent social groups. While characteristics like gender and race have…

Computation and Language · Computer Science 2026-03-03 Yang Tian , Yu Fan , Liudmila Zavolokina , Sarah Ebling

Text-to-image generative AI systems exhibit significant limitations when engaging with under-represented domains, including non-Western art forms, often perpetuating biases and misrepresentations. We present a focused case study on the…

Computers and Society · Computer Science 2025-03-03 Arshia Sobhan , Philippe Pasquier , Gabriela Aceves Sepulveda

We investigate the impact of deep generative models on potential social biases in upcoming computer vision models. As the internet witnesses an increasing influx of AI-generated images, concerns arise regarding inherent biases that may…

Computer Vision and Pattern Recognition · Computer Science 2024-04-05 Tianwei Chen , Yusuke Hirota , Mayu Otani , Noa Garcia , Yuta Nakashima

User prompts for generative AI models are often underspecified, leading to a misalignment between the user intent and models' understanding. As a result, users commonly have to painstakingly refine their prompts. We study this alignment…

Artificial Intelligence · Computer Science 2025-10-27 Meera Hahn , Wenjun Zeng , Nithish Kannen , Rich Galt , Kartikeya Badola , Been Kim , Zi Wang

One of the latest applications of Artificial Intelligence (AI) is to generate images from natural language descriptions. These generators are now becoming available and achieve impressive results that have been used for example in the front…

Computation and Language · Computer Science 2022-11-18 Pedro Reviriego , Elena Merino-Gómez

Generative AI is frequently portrayed as revolutionary or even apocalyptic, prompting calls for novel regulatory approaches. This essay argues that such views are misguided. Instead, generative AI should be understood as an evolutionary…

Computers and Society · Computer Science 2025-03-11 Gilad Abiri

Text-to-image generation models have recently achieved astonishing results in image quality, flexibility, and text alignment, and are consequently employed in a fast-growing number of applications. Through improvements in multilingual…

We investigate bias trends in text-to-image generative models over time, focusing on the increasing availability of models through open platforms like Hugging Face. While these platforms democratize AI, they also facilitate the spread of…

Computer Vision and Pattern Recognition · Computer Science 2025-03-12 Jordan Vice , Naveed Akhtar , Richard Hartley , Ajmal Mian

Culture fundamentally shapes people's reasoning, behavior, and communication. As people increasingly use generative artificial intelligence (AI) to expedite and automate personal and professional tasks, cultural values embedded in AI models…

Computation and Language · Computer Science 2024-09-20 Yan Tao , Olga Viberg , Ryan S. Baker , Rene F. Kizilcec
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