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Evaluating artificial social intelligence in an urban search and rescue task environment

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Human team members show a remarkable ability to infer the state of their partners and anticipate their needs and actions. Prior research demonstrates that an artificial system can make some predictions accurately concerning artificial agents. This study investigated whether an artificial system could generate a robust Theory of Mind of…

Human team members show a remarkable ability to infer the state of their partners and anticipate their needs and actions. Prior research demonstrates that an artificial system can make some predictions accurately concerning artificial agents. This study investigated whether an artificial system could generate a robust Theory of Mind of human teammates. An urban search and rescue (USAR) task environment was developed to elicit human teamwork and evaluate inference and prediction about team members by software agents and humans. The task varied team members’ roles and skills, types of task synchronization and interdependence, task risk and reward, completeness of mission planning, and information asymmetry. The task was implemented in MinecraftTM and applied in a study of 64 teams, each with three remotely distributed members. An evaluation of six Artificial Social Intelligences (ASI) and several human observers addressed the accuracy with which each predicted team performance, inferred experimentally manipulated knowledge of team members, and predicted member actions. All agents performed above chance; humans slightly outperformed ASI agents on some tasks and significantly outperformed ASI agents on others; no one ASI agent reliably outperformed the others; and the accuracy of ASI agents and human observers improved rapidly though modestly during the brief trials.
ContributorsFreeman, Jared T. (Author) / Huang, Lixiao (Author) / Woods, Matt (Author) / Cauffman, Stephen J. (Author)
Created2021-11-04
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Uneasy provenances: exhibiting, collecting, and dealing in the Nazi era

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During the Nazi era, which is historically regarded as lasting from 1933-1945, the National Socialists both looted and made “legal” confiscations of art and artifacts they deemed “degenerate” from museums throughout occupied Europe. The art they seized was sold abroad in exchange for foreign currency that not only funded their…

During the Nazi era, which is historically regarded as lasting from 1933-1945, the National Socialists both looted and made “legal” confiscations of art and artifacts they deemed “degenerate” from museums throughout occupied Europe. The art they seized was sold abroad in exchange for foreign currency that not only funded their war efforts, but also allowed for purchases of art for Hitler’s un-realized Führermuseum in Linz, Austria. The rapid transfer of objects flooded the art market, making this period one of the most prosperous times for collectors and dealers. However, due to the overall hasty nature of the displacements, the ownership history, or provenance, of the works became extremely convoluted. Institutions in the United States, as well as individual collectors, began to buy pieces, unaware of their provenance. Without this knowledge as a good-faith purchaser, many institutions never delved deeper into the background of the objects and the works remained in their collections until the present day. In this thesis, I argue that provenance research can shape a museum’s history through changing the relationship it has with its permanent collection. Insight into the ownership history of the collection must be made a priority in order for museums to remain transparent with their visitors, thus allowing for perceived notions of exclusivity, or distrust, to be eliminated. I researched two institutions, the Kunstmuseum Bern and the Krannert Art Museum, which recently examined their own holdings for incomplete attributions, with one establishment conducting a study after it became enmeshed in public scrutiny generated by a controversial bequest. Lastly, I employ both art historical scholarship and legal resources to investigate how provenance can be more widely used as a valuable asset in an increasingly globalized society.
ContributorsSmiley, Meghan (Author) / Fahlman, Betsy (Thesis advisor) / Codell, Julie (Committee member) / Afanador-Pujol, Angélica (Committee member) / Arizona State University (Publisher)
Created2019