181 citations · 321 across the 23 of their papers we have counts for
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cs.GT2022
Fictitious Play in Markov Games with Single Controller
Muhammed O. Sayin, Kaiqing Zhang, Asuman Ozdaglar
Certain but important classes of strategic-form games, including zero-sum and identical-interest games, have the fictitious-play-property (FPP), i.e., beliefs formed in fictitious…
cs.GT2022
Episodic Logit-Q Dynamics for Efficient Learning in Stochastic Teams
Onur Unlu, Muhammed O. Sayin
We present new learning dynamics combining (independent) log-linear learning and value iteration for stochastic games within the auxiliary stage game framework. The dynamics presen…
cs.GT2022
On the Global Convergence of Stochastic Fictitious Play in Stochastic Games with Turn-based Controllers
Muhammed O. Sayin
This paper presents a learning dynamic with almost sure convergence guarantee for any stochastic game with turn-based controllers (on state transitions) as long as stage-payoffs in…