Data-driven design-by-analogy: state-of-the-art and future directions

S Jiang, J Hu, KL Wood, J Luo - Journal of …, 2022 - asmedigitalcollection.asme.org
Abstract Design-by-analogy (DbA) is a design methodology wherein new solutions,
opportunities, or designs are generated in a target domain based on inspiration drawn from …

Creating design resources to scaffold the ideation of AI concepts

N Yildirim, C Oh, D Sayar, K Brand, S Challa… - Proceedings of the …, 2023 - dl.acm.org
Advances in artificial intelligence have enabled unprecedented technical capabilities, yet
making these advances useful in the real world remains challenging. We engaged in a …

How experienced designers of enterprise applications engage AI as a design material

N Yildirim, A Kass, T Tung, C Upton… - Proceedings of the …, 2022 - dl.acm.org
HCI research has explored AI as a design material, suggesting that designers can envision
AI's design opportunities to improve UX. Recent research claimed that enterprise …

The impact of generative ai on the future of visual content marketing

S Mayahi, M Vidrih - arxiv preprint arxiv:2211.12660, 2022 - arxiv.org
In today's world of marketing, it is necessary to have visually appealing content. Visual
material has become an essential area of focus for every company as a result of the …

Human-centered AI design in reality: a study of developer companies' practices: a study of developer companies' practices

M Hartikainen, K Väänänen, A Lehtiö… - Nordic human …, 2022 - dl.acm.org
Human-Centered AI (HCAI) advocates the development of AI applications that are
trustworthy, usable, and based on human needs. While the conceptual foundations of HCAI …

When and how to use AI in the design process? Implications for human-AI design collaboration

S Lee, M Law, G Hoffman - International Journal of Human …, 2024 - Taylor & Francis
As the potential for human-AI design collaboration increases, understanding the role of
artificial intelligence (AI) in the design process becomes more important. How does AI …

Generative AI-enhanced human-AI collaborative conceptual design: A systematic literature review

C Fang, Y Zhu, L Fang, Y Long, H Lin, Y Cong… - Design Studies, 2025 - Elsevier
Abstract Generative Artificial Intelligence (GenAI) has gained increasing attention,
enhancing design productivity by elevating creativity within the conceptual design process …

Mix & match machine learning: an ideation toolkit to design machine learning-enabled solutions

A Jansen, S Colombo - … of the Seventeenth International Conference on …, 2023 - dl.acm.org
Machine learning (ML) provides designers with a wide range of opportunities to innovate
products and services. However, the design discipline struggles to integrate ML knowledge …

Unlocking Creator-AI Synergy: Challenges, Requirements, and Design Opportunities in AI-Powered Short-Form Video Production

J Kim, H Kim - Proceedings of the 2024 CHI Conference on Human …, 2024 - dl.acm.org
The emergence of AI-Powered Short-Form Video Generators (ASVG) has showcased the
potential to streamline production time and foster creative ideas. Despite their widespread …

Cognitive strategy prompts: Creativity triggers for human centered ai opportunity detection

J Schleith, M Norkute, M Mikhail, D Tsar - Proceedings of the 14th …, 2022 - dl.acm.org
Creative problem solving and innovation powered by Artificial Intelligence (AI) requires
detection of user needs that can be reframed into data science problems. We propose a …