A review of recent deep learning approaches in human-centered machine learning

T Kaluarachchi, A Reis, S Nanayakkara - Sensors, 2021 - mdpi.com
After Deep Learning (DL) regained popularity recently, the Artificial Intelligence (AI) or
Machine Learning (ML) field is undergoing rapid growth concerning research and real-world …

Clinician-facing AI in the Wild: Taking Stock of the Sociotechnical Challenges and Opportunities for HCI

HD Zając, D Li, X Dai, JF Carlsen, F Kensing… - ACM Transactions on …, 2023 - dl.acm.org
Artificial Intelligence (AI) in medical applications holds great promise. However, the use of
Machine Learning-based (ML) systems in clinical practice is still minimal. It is uniquely …

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 …

Evaluating human-language model interaction

M Lee, M Srivastava, A Hardy, J Thickstun… - ar** with large language models
E Jiang, K Olson, E Toh, A Molina… - CHI Conference on …, 2022 - dl.acm.org
Prototy** is notoriously difficult to do with machine learning (ML), but recent advances in
large language models may lower the barriers to people prototy** with ML, through the …

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 …

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 …

“the less i type, the better”: How ai language models can enhance or impede communication for aac users

S Valencia, R Cave, K Kallarackal, K Seaver… - Proceedings of the …, 2023 - dl.acm.org
Users of augmentative and alternative communication (AAC) devices sometimes find it
difficult to communicate in real time with others due to the time it takes to compose …

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 …