mlsanityData to 7 Oct 2026

A Counter-Example to Karlin's Strong Conjecture for Fictitious Play

arXiv 1412.4840 ↗First posted 16 Dec 2014cs.GTcited by 10

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Abstract (arXiv)

Fictitious play is a natural dynamic for equilibrium play in zero-sum games, proposed by [Brown 1949], and shown to converge by [Robinson 1951]. Samuel Karlin conjectured in 1959 that fictitious play converges at rate O(1/√t) with the number of steps t. We disprove this conjecture showing that, when the payoff matrix of the row player is the n × n identity matrix, fictitious play may converge with rate as slow as Omega(t-1/n).

Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 Dec 2014.

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Citing papers per year: 2021: 1; 2022: 0; 2023: 2; 2024: 1; 2025: 4; 2026: 2.

10 papers.