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Reflective Oracles: A Foundation for Game Theory in Artificial Intelligence

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Logic, Rationality, and Interaction (LORI 2015)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 9394))

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Abstract

Game theory treats players as special: A description of a game contains a full, explicit enumeration of all players. This isn’t a realistic assumption for autonomous intelligent agents. In this paper, we propose a framework in which agents and their environments are both modelled as probablistic oracle machines with access to a “reflective” oracle, which is able to answer questions about the outputs of other machines with access to the same oracle. These oracles avoid diagonalization problems by answering some queries randomly. Agents make decisions by asking the oracle questions about their environment, which they model as an arbitrary oracle machines. Since agents are themselves oracle machines, the environment can contain other agents as non-distinguished subprocesses, removing the special treatment of players in the classical theory. We show that agents interacting in this way play Nash equilibria.

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References

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Correspondence to Benja Fallenstein .

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Fallenstein, B., Taylor, J., Christiano, P.F. (2015). Reflective Oracles: A Foundation for Game Theory in Artificial Intelligence. In: van der Hoek, W., Holliday, W., Wang, Wf. (eds) Logic, Rationality, and Interaction. LORI 2015. Lecture Notes in Computer Science(), vol 9394. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-48561-3_34

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  • DOI: https://doi.org/10.1007/978-3-662-48561-3_34

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-662-48560-6

  • Online ISBN: 978-3-662-48561-3

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