59 citations · 164 across the 56 of their papers we have counts for
4 papers · 1 filter
Decentralized Q-Learning for Stochastic Teams and Games
Gürdal Arslan, Serdar Yüksel
There are only a few learning algorithms applicable to stochastic dynamic teams and games which generalize Markov decision processes to decentralized stochastic control problems in…
Stationary and Ergodic Properties of Stochastic Non-Linear Systems Controlled over Communication Channels
Serdar Yüksel
This paper is concerned with the following problem: Given a stochastic non-linear system controlled over a noisy channel, what is the largest class of channels for which there exis…
Quadratic Multi-Dimensional Signaling Games and Affine Equilibria
Serkan Sarıtaş, Serdar Yüksel, Sinan Gezici
This paper studies the decentralized quadratic cheap talk and signaling game problems when an encoder and a decoder, viewed as two decision makers, have misaligned objective functi…
Asymptotic Optimality of Finite Approximations to Markov Decision Processes with Borel Spaces
Naci Saldi, Serdar Yüksel, Tamás Linder
Calculating optimal policies is known to be computationally difficult for Markov decision processes (MDPs) with Borel state and action spaces. This paper studies finite-state appro…