What is human-centered about human-centered AI? A map of the research landscape

T Capel, M Brereton - Proceedings of the 2023 CHI conference on …, 2023 - dl.acm.org
The application of Artificial Intelligence (AI) across a wide range of domains comes with both
high expectations of its benefits and dire predictions of misuse. While AI systems have …

Co-designing checklists to understand organizational challenges and opportunities around fairness in AI

MA Madaio, L Stark, J Wortman Vaughan… - Proceedings of the 2020 …, 2020 - dl.acm.org
Many organizations have published principles intended to guide the ethical development
and deployment of AI systems; however, their abstract nature makes them difficult to …

Coauthor: Designing a human-ai collaborative writing dataset for exploring language model capabilities

M Lee, P Liang, Q Yang - Proceedings of the 2022 CHI conference on …, 2022 - dl.acm.org
Large language models (LMs) offer unprecedented language generation capabilities and
exciting opportunities for interaction design. However, their highly context-dependent …

Interpreting interpretability: understanding data scientists' use of interpretability tools for machine learning

H Kaur, H Nori, S Jenkins, R Caruana… - Proceedings of the …, 2020 - dl.acm.org
Machine learning (ML) models are now routinely deployed in domains ranging from criminal
justice to healthcare. With this newfound ubiquity, ML has moved beyond academia and …

Investigating how practitioners use human-ai guidelines: A case study on the people+ ai guidebook

N Yildirim, M Pushkarna, N Goyal… - Proceedings of the …, 2023 - dl.acm.org
Artificial intelligence (AI) presents new challenges for the user experience (UX) of products
and services. Recently, practitioner-facing resources and design guidelines have become …

Transitioning to human interaction with AI systems: New challenges and opportunities for HCI professionals to enable human-centered AI

W Xu, MJ Dainoff, L Ge, Z Gao - International Journal of Human …, 2023 - Taylor & Francis
While AI has benefited humans, it may also harm humans if not appropriately developed.
The priority of current HCI work should focus on transiting from conventional human …

Designerly understanding: Information needs for model transparency to support design ideation for AI-powered user experience

QV Liao, H Subramonyam, J Wang… - Proceedings of the …, 2023 - dl.acm.org
Despite the widespread use of artificial intelligence (AI), designing user experiences (UX) for
AI-powered systems remains challenging. UX designers face hurdles understanding AI …

Re-examining whether, why, and how human-AI interaction is uniquely difficult to design

Q Yang, A Steinfeld, C Rosé… - Proceedings of the 2020 …, 2020 - dl.acm.org
Artificial Intelligence (AI) plays an increasingly important role in improving HCI and user
experience. Yet many challenges persist in designing and innovating valuable human-AI …

Designing responsible ai: Adaptations of ux practice to meet responsible ai challenges

Q Wang, M Madaio, S Kane, S Kapania… - Proceedings of the …, 2023 - dl.acm.org
Technology companies continue to invest in efforts to incorporate responsibility in their
Artificial Intelligence (AI) advancements, while efforts to audit and regulate AI systems …

How data science workers work with data: Discovery, capture, curation, design, creation

M Muller, I Lange, D Wang, D Piorkowski… - Proceedings of the …, 2019 - dl.acm.org
With the rise of big data, there has been an increasing need for practitioners in this space
and an increasing opportunity for researchers to understand their workflows and design new …