59 citations · 164 across the 56 of their papers we have counts for
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Sequential Stochastic Control (Single or Multi-Agent) Problems Nearly Admit Change of Measures with Independent Measurements
Ian Hogeboom-Burr, Serdar Yüksel
Change of measures has been an effective method in stochastic control and analysis; in continuous-time control this follows Girsanov's theorem applied to both fully observed and pa…
Q-Learning for MDPs with General Spaces: Convergence and Near Optimality via Quantization under Weak Continuity
Ali Devran Kara, Naci Saldi, Serdar Yüksel
Reinforcement learning algorithms often require finiteness of state and action spaces in Markov decision processes (MDPs) (also called controlled Markov chains) and various efforts…
Robustness to Incorrect Priors and Controlled Filter Stability in Partially Observed Stochastic Control
Curtis McDonald, Serdar Yüksel
We study controlled filter stability and its effects on the robustness properties of optimal control policies designed for systems with incorrect priors applied to a true system. F…
Ergodicity of Controlled Stochastic Nonlinear Systems under Information Constraints: Refined Bounds via Splitting
Nicolás Garcia, Christoph Kawan, Serdar Yüksel
This paper considers the problem of stabilizing a discrete-time non-linear stochastic system over a finite capacity noiseless channel. Our focus is on systems which decompose into…
Continuity Properties of Value Functions in Information Structures for Zero-Sum and General Games and Stochastic Teams
Ian Hogeboom-Burr, Serdar Yüksel
We study continuity properties of stochastic game problems with respect to various topologies on information structures, defined as probability measures characterizing a game. We w…
Signaling Games in Multiple Dimensions: Geometric Properties of Equilibrium Solutions
Ertan Kazıklı, Sinan Gezici, Serdar Yüksel
Signaling game problems investigate communication scenarios where encoder(s) and decoder(s) have misaligned objectives due to the fact that they either employ different cost functi…