Evidence map›Paper›PMID 37796988›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2023

An impossibility theorem in game dynamics.

Jason Milionis, Christos Papadimitriou, Georgios Piliouras, Kelly Spendlove

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Jason MilionisDepartment of Computer Science, Columbia University, New York, NY 10027.ORCID 0000-0002-9460-9559
Christos PapadimitriouDepartment of Computer Science, Columbia University, New York, NY 10027.
Georgios PiliourasGoogle DeepMind, London EC4A 3TW, United Kingdom.ORCID 0000-0002-6236-3566
Kelly SpendloveGoogle, Mountain View, CA 94043.

Funding

NSF | CISE | Division of Computing and Communication Foundations (CCF) 190700
6 · The paper itself

Abstract

The Nash equilibrium-a combination of choices by the players of a game from which no self-interested player would deviate-is the predominant solution concept in game theory. Even though every game has a Nash equilibrium, it is not known whether there are deterministic behaviors of the players who play a game repeatedly that are guaranteed to converge to a Nash equilibrium of the game from all starting points. If one assumes that the players' behavior is a discrete-time or continuous-time rule whereby the current mixed strategy profile is mapped to the next, this question becomes a problem in the theory of dynamical systems. We apply this theory, and in particular Conley index theory, to prove a general impossibility result: There exist games, for which all game dynamics fail to converge to Nash equilibria from all starting points. The games which help prove this impossibility result are degenerate, but we conjecture that the same result holds, under computational complexity assumptions, for nondegenerate games. We also prove a stronger impossibility result for the solution concept of approximate Nash equilibria: For a set of games of positive measure, no game dynamics can converge to the set of approximate Nash equilibria for a sufficiently small yet substantial approximation bound. Our results establish that, although the notions of Nash equilibrium and its computation-inspired approximations are universally applicable in all games, they are fundamentally incomplete as predictors of long-term player behavior.

Indexed as

dynamical systemsgame theoryNash equilibriumsolution concept

Identifiers

PMID37796988
PMCPMC10576106

What OpenQuestion holds

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LicenceCC BY
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.