research-article

Two Heads Are Better Than One: A Dimension Space for Unifying Human and Artificial Intelligence in Shared Control

Authors:

Gabriele Cimolino,

T.C. Nicholas GrahamAuthors Info & Claims

CHI '22: Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems

Article No.: 8, Pages 1 - 21

https://doi.org/10.1145/3491102.3517610

Published: 28 April 2022 Publication History

Abstract

Shared control is an emerging interaction paradigm in which a human and an AI partner collaboratively control a system. Shared control unifies human and artificial intelligence, making the human’s interactions with computers more accessible, safe, precise, effective, creative, and playful. This form of interaction has independently emerged in contexts as varied as mobility assistance, driving, surgery, and digital games. These domains each have their own problems, terminology, and design philosophies. Without a common language for describing interactions in shared control, it is difficult for designers working in one domain to share their knowledge with designers working in another. To address this problem, we present a dimension space for shared control, based on a survey of 55 shared control systems from six different problem domains. This design space analysis tool enables designers to classify existing systems, make comparisons between them, identify higher-level design patterns, and imagine solutions to novel problems.

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Index Terms

Two Heads Are Better Than One: A Dimension Space for Unifying Human and Artificial Intelligence in Shared Control
1. Human-centered computing

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cover image ACM Conferences

CHI '22: Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems

April 2022

10459 pages

ISBN:9781450391573

DOI:10.1145/3491102

Editors:
Simone Barbosa
PUC-Rio, Brazil
,
Cliff Lampe
University of Michigan, USA
,
Caroline Appert
Université Paris-Saclay, France
,
David A. Shamma
Toyota Research Institute, USA
,
Steven Drucker
Microsoft Research, USA
,
Julie Williamson
University of Glasgow, UK
,
Koji Yatani
University of Tokyo, Japan

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https://doi.org/10.3390/mti8030016
Hsieh F(2024)Applying “Two Heads Are Better Than One” Human Intelligence to Develop Self-Adaptive Algorithms for Ridesharing Recommendation SystemsElectronics10.3390/electronics1312224113:12(2241)Online publication date: 7-Jun-2024
https://doi.org/10.3390/electronics13122241
Saßmannshausen SOntika NPinatti De Carvalho ARouncefield MPipek V(2024)Amplifying Human Capabilities in Prostate Cancer Diagnosis: An Empirical Study of Current Practices and AI Potentials in RadiologyProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642362(1-20)Online publication date: 11-May-2024
https://dl.acm.org/doi/10.1145/3613904.3642362
Aronson RShort EGrollman DBroadbent EJu WSoh HWilliams T(2024)Intentional User Adaptation to Shared Control AssistanceProceedings of the 2024 ACM/IEEE International Conference on Human-Robot Interaction10.1145/3610977.3634953(4-12)Online publication date: 11-Mar-2024
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Shui BShi CYang YNie X(2024)ContextVis: Envision Contextual Learning and Interaction with Generative ModelsHCI International 2024 Posters10.1007/978-3-031-61953-3_24(214-224)Online publication date: 1-Jun-2024
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Escarce Junior MRossmann Martins GSoriano Marcolino LRubegni E(2023)The Aesthetics of Disharmony: Harnessing Sounds and Images for Dynamic Soundscapes GenerationProceedings of the ACM on Human-Computer Interaction10.1145/36110457:CHI PLAY(665-698)Online publication date: 4-Oct-2023
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Xu XYu AJonker TTodi KLu FQian XEvangelista Belo JWang TLi MMun AWu TShen JZhang TKokhlikyan NWang FSorenson PKim SBenko H(2023)XAIR: A Framework of Explainable AI in Augmented RealityProceedings of the 2023 CHI Conference on Human Factors in Computing Systems10.1145/3544548.3581500(1-30)Online publication date: 19-Apr-2023
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Cimolino GChen RGutwin CGraham T(2023)Automation Confusion: A Grounded Theory of Non-Gamers’ Confusion in Partially Automated Action GamesProceedings of the 2023 CHI Conference on Human Factors in Computing Systems10.1145/3544548.3581116(1-19)Online publication date: 19-Apr-2023
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Das ALiu HKovatchev VLease M(2023)The state of human-centered NLP technology for fact-checkingInformation Processing and Management: an International Journal10.1016/j.ipm.2022.10321960:2Online publication date: 1-Mar-2023
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