181 citations · 321 across the 23 of their papers we have counts for
4 papers · 1 filter
Convergence of Heterogeneous Learning Dynamics in Zero-sum Stochastic Games
Yuksel Arslantas, Ege Yuceel, Yigit Yalin +1
This paper presents new families of algorithms for the repeated play of two-agent (near) zero-sum games and two-agent zero-sum stochastic games. For example, the family includes fi…
Finite-horizon Approximations and Episodic Equilibrium for Stochastic Games
Muhammed O. Sayin
This paper proposes a finite-horizon approximation scheme and introduces episodic equilibrium as a solution concept for stochastic games (SGs), where agents strategize based on the…
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…
Logit-Q Dynamics for Efficient Learning in Stochastic Teams
Ahmed Said Donmez, Onur Unlu, Muhammed O. Sayin
We present a new family of logit-Q dynamics for efficient learning in stochastic games by combining the log-linear learning (also known as logit dynamics) for the repeated play of…