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CHI TRAITWorkshop Paper2022

Addressing the Spread of Trust and Distrust in Distributed Human-AI Teaming Constellations

Beau G. Schelble, Christopher Flathmann, Matthew Scalia, Shiwen Zhou, Christopher Myers, Nathan J. McNeese, Jamie Gorman, Guo Freeman

Workshop on Trust and Reliance in AI-Human Teams (TRAIT), ACM CHI Conference on Human Factors in Computing Systems (CHI '22) (2022)

Abstract

As autonomous systems mature, the applied industry has begun adopting the technology. Many of these applications include the creation of human-artificial intelligence (AI) teams, which promise to increase the already known advantages of working in team environments. The efficacy of the AI agents that make up these teams has always been a significant focus. However, a shift from technical ability to social abilities has occurred. A newfound emphasis on trust within these human-AI teams has prompted research on supporting trust between humans and AI teammates, how AI affects trust between the humans within the team, and how team composition (majority AI versus majority human) influences trust development. Even the efficacy of trust repair strategies, adapted from human-automation interaction, is being explored in human-AI teaming. In the current paper, we examine an essential component of trust that has yet to receive requisite attention: the spread of trust within and across constellations of teams. To this end, we discuss the potential impacts of trust within and across human-AI teams and constellations on team efficacy. From this discussion, several challenges are proposed in five major research questions that should be addressed to enable more effective human-AI teams and human-AI teaming constellations.

BibTeX

@inproceedings{schelble2022addressing,
  title = {Addressing the Spread of Trust and Distrust in Distributed Human-AI Teaming Constellations},
  author = {Schelble, Beau G. and Flathmann, Christopher and Scalia, Matthew and Zhou, Shiwen and Myers, Christopher and McNeese, Nathan J. and Gorman, Jamie and Freeman, Guo},
  year = {2022},
  booktitle = {Workshop on Trust and Reliance in AI-Human Teams (TRAIT), ACM CHI Conference on Human Factors in Computing Systems (CHI '22)}
}

Topics

trusthuman-AI teaming