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Related papers: Design Principles for Generative AI Applications

200 papers

Among creative professionals, Generative Artificial Intelligence (GenAI) has sparked excitement over its capabilities and fear over unanticipated consequences. How does GenAI impact User Experience Design (UXD) practice, and are fears…

Computers and Society · Computer Science 2024-02-19 Jie Li , Hancheng Cao , Laura Lin , Youyang Hou , Ruihao Zhu , Abdallah El Ali

Generative AI (GenAI) has shown remarkable capabilities in generating diverse and realistic content across different formats like images, videos, and text. In Generative AI, human involvement is essential, thus HCI literature has…

Human-Computer Interaction · Computer Science 2024-01-17 Jingyu Shi , Rahul Jain , Hyungjun Doh , Ryo Suzuki , Karthik Ramani

AI is growing increasingly capable of automatically generating user interfaces (GenUI) from user prompts. However, designing GenUI applications that enable users to discover diverse customizations while preserving GenUI's expressiveness…

Human-Computer Interaction · Computer Science 2026-01-27 Bryan Min , Peiling Jiang , Zhicheng Huang , Haijun Xia

The emergence of generative AI (GenAI) models, including large language models and text-to-image models, has significantly advanced the synergy between humans and AI with not only their outstanding capability but more importantly, the…

Human-Computer Interaction · Computer Science 2025-03-05 Leixian Shen , Haotian Li , Yifang Wang , Xing Xie , Huamin Qu

There is an increasing imperative to anticipate and understand the performance and safety of generative AI systems in real-world deployment contexts. However, the current evaluation ecosystem is insufficient: Commonly used static benchmarks…

Generative AI is being massively deployed in digital services, at a scale that will result in significant environmental harm. We document how tech companies are transforming established user interfaces to impose AI use and show how and to…

Human-Computer Interaction · Computer Science 2025-09-15 Anaëlle Beignon , Thomas Thibault , Nolwenn Maudet

Recent generative AI advances present new possibilities for supporting visual art creation, but how such promise might assist novice artists during early-stage processes requires investigation. How novices adopt or resist these tools can…

Human-Computer Interaction · Computer Science 2025-10-01 Cindy Peng , Alice Qian , Linghao Jin , Jieneng Chen , Evans Xu Han , Paul Pu Liang , Hong Shen , Haiyi Zhu , Jane Hsieh

How can we use generative AI to design tools that augment rather than replace human cognition? In this position paper, we review our own research on AI-assisted decision-making for lessons to learn. We observe that in both AI-assisted…

Human-Computer Interaction · Computer Science 2025-04-07 Zelun Tony Zhang , Leon Reicherts

Reduced social connectedness increasingly poses a threat to mental health, life expectancy, and general well-being. Generative AI (GAI) technologies, such as large language models (LLMs) and image generation tools, are increasingly…

Human-Computer Interaction · Computer Science 2025-06-13 T. T. J. E. Arets , G. Perugia , M. Houben , W. A. IJsselsteijn

Artificial intelligence (AI)-driven methods can vastly improve the historically costly drug design process, with various generative models already in widespread use. Generative models for de novo drug design, in particular, focus on the…

Biomolecules · Quantitative Biology 2024-06-27 Xiangru Tang , Howard Dai , Elizabeth Knight , Fang Wu , Yunyang Li , Tianxiao Li , Mark Gerstein

We present a novel framework to advance generative artificial intelligence (AI) applications in the realm of printed art products, specifically addressing large-format products that require high-resolution artworks. The framework consists…

Computer Vision and Pattern Recognition · Computer Science 2024-05-29 Noah Pursell , Anindya Maiti

Generative AI (GenAI) has spurred the expectation of being creative, due to its ability to generate content, yet so far, its creativity has somewhat disappointed, because it is trained using existing data following human intentions to…

Artificial Intelligence · Computer Science 2024-05-14 Ming-Hui Huang , Roland T. Rust

Deep generative models have the potential to fundamentally change the way we create high-fidelity digital content but are often hard to control. Prompting a generative model is a promising recent development that in principle enables…

Human-Computer Interaction · Computer Science 2022-09-07 Hai Dang , Lukas Mecke , Florian Lehmann , Sven Goller , Daniel Buschek

Studies of Generative AI (GenAI)-assisted creative workflows have focused on individuals overcoming challenges of prompting to produce what they envisioned. When designers work in teams, how do collaboration and prompting influence each…

Human-Computer Interaction · Computer Science 2025-09-29 Yuanning Han , Ziyi Qiu , Jiale Cheng , RAY LC

Generative AI (genAI) tools promise productivity gains, yet miscalibrated trust and usage friction still hinder adoption. Moreover, genAI can be exclusionary, failing to adequately support diverse users. One such aspect of diversity is…

The increased capabilities of generative AI have dramatically expanded its possible use cases in medicine. We provide a comprehensive overview of generative AI use cases for clinicians, patients, clinical trial organizers, researchers, and…

Machine Learning · Computer Science 2024-12-18 Divya Shanmugam , Monica Agrawal , Rajiv Movva , Irene Y. Chen , Marzyeh Ghassemi , Maia Jacobs , Emma Pierson

The rise of generative AI presents new opportunities for the understanding and practice of self-care through its capability to generate varied content, including self-care suggestions via text and images, and engage in dialogue with users…

Human-Computer Interaction · Computer Science 2024-05-10 Tara Capel , Bernd Ploderer , Filip Bircanin , Simon Hanmer , Jamie Yates , Jiaxuan Wang , Kai Ling Khor , Tuck Wah Leong , Greg Wadley , Michelle Newcomb

AI safety is a rapidly growing area of research that seeks to prevent the harm and misuse of frontier AI technology, particularly with respect to generative AI (GenAI) tools that are capable of creating realistic and high-quality content…

Artificial Intelligence · Computer Science 2025-02-19 Pin-Yu Chen

Although AI has significant potential to transform society, there are serious concerns about its ability to behave and make decisions responsibly. Many ethical regulations, principles, and guidelines for responsible AI have been issued…

Artificial Intelligence · Computer Science 2022-09-21 Qinghua Lu , Liming Zhu , Xiwei Xu , Jon Whittle

The rapid advance of generative AI is reshaping the strategic vision for R&D across industries. The unique challenges of pharmaceutical R&D will see applications of generative AI deliver value along the entire value chain from early…

Quantitative Methods · Quantitative Biology 2023-12-21 Guy Doron , Sam Genway , Mark Roberts , Sai Jasti