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Speculative Game Design of Asymmetric Cooperative Games to Study Human-Machine Teaming

Published: 12 April 2023 Publication History

Abstract

While recent advances in Artificial Intelligence and Machine Learning have demonstrated the potential for AI systems to outperform human experts in many domains, including games, AI systems still generally lack the ability to team with humans on complex tasks. One of the barriers to addressing this challenge is a lack of shared task domains in which to do basic research to study Human-Machine Teaming strategies. In our work, we employ speculative game design to create asymmetric cooperative games that can serve as test beds to study human-machine teaming challenges. In this paper, we will describe our general approach and detail the current state of our development efforts.

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Information

Published In

cover image ACM Other conferences
FDG '23: Proceedings of the 18th International Conference on the Foundations of Digital Games
April 2023
621 pages
ISBN:9781450398558
DOI:10.1145/3582437
This work is licensed under a Creative Commons Attribution International 4.0 License.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 12 April 2023

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Author Tags

  1. Asymmetric Cooperative Games
  2. Human-Machine Teaming
  3. Speculative Game Design

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  • Short-paper
  • Research
  • Refereed limited

Funding Sources

  • Army Research Lab

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FDG 2023
FDG 2023: Foundations of Digital Games 2023
April 12 - 14, 2023
Lisbon, Portugal

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Overall Acceptance Rate 152 of 415 submissions, 37%

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