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Image generation models are poised to become ubiquitous in a range of applications. These models are often fine-tuned and evaluated using human quality judgments that assume a universal standard, failing to consider the subjectivity of such…

Generative AI models have recently achieved astonishing results in quality and are consequently employed in a fast-growing number of applications. However, since they are highly data-driven, relying on billion-sized datasets randomly…

Real-world creative processes ranging from art to science rely on social feedback-loops between selection and creation. Yet, the effects of popularity feedback on collective creativity remain poorly understood. We investigate how popularity…

Social and Information Networks · Computer Science 2026-02-11 Lucas Gautheron , Raja Marjieh , Dalton C. Conley , Seth Frey , Hannah Rubin , Mike D. Schneider , Ofer Tchernichovski , Nori Jacoby

Creativity is a deeply debated topic, as this concept is arguably quintessential to our humanity. Across different epochs, it has been infused with an extensive variety of meanings relevant to that era. Along these, the evolution of…

Computers and Society · Computer Science 2020-08-14 Philippe Esling , Ninon Devis

As generative AI (GenAI) systems become increasingly proficient at simulating human-like and well-reasoned text, users may attribute authority to AI outputs, shaping how they engage with writing and reasoning tasks. While prior work has…

Human-Computer Interaction · Computer Science 2026-05-18 Vitor H. A. Welzel , Nicholas Vincent

Developing AI literacy is increasingly urgent as generative AI reshapes creative practice. Yet most AI literacy frameworks are top-down and expert-driven, overlooking how literacy emerges organically in creative communities. To address this…

Human-Computer Interaction · Computer Science 2026-03-11 Haidan Liu , Poorvi Bhatia , Nicholas Vincent , Parmit Chilana

With the increased sophistication of AI techniques, the application of these systems has been expanding to ever newer fields. Increasingly, these systems are being used in modeling of human aesthetics and creativity, e.g. how humans create…

Computer Vision and Pattern Recognition · Computer Science 2019-09-17 Vanessa Utz , Steve DiPaola

Establishing shared goals is a fundamental step in human-AI communication. However, ambiguities can lead to outputs that seem correct but fail to reflect the speaker's intent. In this paper, we explore this issue with a focus on the data…

Computation and Language · Computer Science 2025-10-13 Mert İnan , Anthony Sicilia , Alex Xie , Saujas Vaduguru , Daniel Fried , Malihe Alikhani

This study investigates a range of psychological, lexical, semantic, and readability features of book reviews to elucidate the factors underlying their perceived popularity. To this end, we conduct statistical analyses of various features,…

Computation and Language · Computer Science 2023-11-14 Salim Sazzed

As AI art generation becomes increasingly sophisticated, HCI research has focused primarily on questions of detection, authenticity, and automation. This paper argues that such approaches fundamentally misunderstand how artistic value…

Human-Computer Interaction · Computer Science 2025-07-29 Alex Leitch , Celia Chen

Creative generation is the synthesis of new, surprising, and valuable samples that reflect user intent yet cannot be envisioned in advance. This task aims to extend human imagination, enabling the discovery of visual concepts that exist in…

Graphics · Computer Science 2025-10-14 Shelly Golan , Yotam Nitzan , Zongze Wu , Or Patashnik

AI code generation tools have expanded software creation beyond professional developers, giving rise to vibe coding, a practice in which users generate software via natural-language prompts, evaluate outputs primarily by execution. Prior…

Software Engineering · Computer Science 2026-05-26 Ahmed Fawzy , Amjed Tahir , Kelly Blincoe

AI creation, such as poem or lyrics generation, has attracted increasing attention from both industry and academic communities, with many promising models proposed in the past few years. Existing methods usually estimate the outputs based…

Artificial Intelligence · Computer Science 2024-09-05 Qian Cao , Xu Chen , Ruihua Song , Hao Jiang , Guang Yang , Zhao Cao

Despite advances in generation quality, current text-to-image (T2I) models often lack diversity, generating homogeneous outputs. This work introduces a framework to address the need for robust diversity evaluation in T2I models. Our…

Computer Vision and Pattern Recognition · Computer Science 2025-11-14 Isabela Albuquerque , Ira Ktena , Olivia Wiles , Ivana Kajić , Amal Rannen-Triki , Cristina Vasconcelos , Aida Nematzadeh

Breakthroughs in generative AI (GenAI) have fueled debates concerning the artistic and legal status of AI-generated creations. We investigate laypeople's perceptions ($N$$=$$432$) of AI-generated art through the lens of copyright law. We…

Computers and Society · Computer Science 2025-02-12 Gabriel Lima , Nina Grgić-Hlača , Elissa Redmiles

Generative artificial intelligence (GenAI) is increasingly used to support a wide range of human tasks, yet empirical evidence on its effect on creativity remains scattered. Can GenAI generate ideas that are creative? To what extent can it…

Human-Computer Interaction · Computer Science 2025-05-26 Niklas Holzner , Sebastian Maier , Stefan Feuerriegel

Social reward as a form of community recognition provides a strong source of motivation for users of online platforms to engage and contribute with content. The recent progress of text-conditioned image synthesis has ushered in a…

Computer Vision and Pattern Recognition · Computer Science 2024-02-16 Arman Isajanyan , Artur Shatveryan , David Kocharyan , Zhangyang Wang , Humphrey Shi

Foundation models that are capable of automating cognitive tasks represent a pivotal technological shift, yet their societal implications remain unclear. These systems promise exciting advances, yet they also risk flooding our information…

Computers and Society · Computer Science 2025-05-27 Judy Hanwen Shen , Carlos Guestrin

One of the latest trends in generative Artificial Intelligence is tools that generate and analyze content in different modalities, such as text and images, and convert information from one to the other. From a conceptual point of view, it…

Multimedia · Computer Science 2024-09-26 Javier Conde , Tobias Cheung , Gonzalo Martínez , Pedro Reviriego , Rik Sarkar

Creativity is core to being human. Generative artificial intelligence (GenAI) holds promise for humans to be more creative by offering new ideas, or less creative by anchoring on GenAI ideas. We study the causal impact of GenAI on the…

Human-Computer Interaction · Computer Science 2025-01-22 Anil R. Doshi , Oliver P. Hauser
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