TY - GEN
T1 - Best-response dynamics out of sync
T2 - 14th ACM Conference on Electronic Commerce, EC 2013
AU - Engelberg, Roee
AU - Fabrikant, Alex
AU - Schapira, Michael
AU - Wajc, David
PY - 2013
Y1 - 2013
N2 - In many computational and economic models of multi-agent interaction, each participant repeatedly "bestresponds" to the others' actions. Game theory research on the prominent "best-response dynamics" model typically relies on the premise that the interaction between agents is somehow synchronized. However, in many real-life settings, e.g., internet protocols and large-scale markets, the interaction between participants is asynchronous. We tackle the following important questions: (1) When are best-response dynamics guaranteed to converge to an equilibrium even under asynchrony? (2) What is the (computational and communication) complexity of verifying guaranteed convergence? We show that, in general, verifying guaranteed convergence is intractable. In fact, our main negative result establishes that this task is undecidable.We exhibit, in contrast, positive results for several environments of interest, including complete, computationallytractable, characterizations of convergent systems. We discuss the algorithmic implications of our results, which extend beyond best-response dynamics to applications such as asynchronous Boolean circuits.
AB - In many computational and economic models of multi-agent interaction, each participant repeatedly "bestresponds" to the others' actions. Game theory research on the prominent "best-response dynamics" model typically relies on the premise that the interaction between agents is somehow synchronized. However, in many real-life settings, e.g., internet protocols and large-scale markets, the interaction between participants is asynchronous. We tackle the following important questions: (1) When are best-response dynamics guaranteed to converge to an equilibrium even under asynchrony? (2) What is the (computational and communication) complexity of verifying guaranteed convergence? We show that, in general, verifying guaranteed convergence is intractable. In fact, our main negative result establishes that this task is undecidable.We exhibit, in contrast, positive results for several environments of interest, including complete, computationallytractable, characterizations of convergent systems. We discuss the algorithmic implications of our results, which extend beyond best-response dynamics to applications such as asynchronous Boolean circuits.
KW - Asynchronous models
KW - Best response dynamics
KW - Complexity
KW - Convergence
KW - Game theory
UR - http://www.scopus.com/inward/record.url?scp=84879770524&partnerID=8YFLogxK
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AN - SCOPUS:84879770524
SN - 9781450319621
T3 - Proceedings of the ACM Conference on Electronic Commerce
SP - 379
EP - 396
BT - EC 2013 - Proceedings of the 14th ACM Conference on Electronic Commerce
Y2 - 16 June 2013 through 20 June 2013
ER -