Muhammed O. Sayin

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Bilkent University

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University of Illinois at Urbana-Champaign

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Toyota InfoTechnology Center Co., Ltd.

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∙ 05/26/2022

Logit-Q Learning in Markov Games

We present new independent learning dynamics provably converging to an e...

Muhammed O. Sayin, et al. ∙

∙ 05/23/2022

Fictitious Play in Markov Games with Single Controller

Certain but important classes of strategic-form games, including zero-su...

Muhammed O. Sayin, et al. ∙

∙ 04/04/2022

On the Global Convergence of Stochastic Fictitious Play in Stochastic Games with Turn-based Controllers

This paper presents a learning dynamic with almost sure convergence guar...

Muhammed O. Sayin, et al. ∙

∙ 12/12/2021

On the Heterogeneity of Independent Learning Dynamics in Zero-sum Stochastic Games

We analyze the convergence properties of the two-timescale fictitious pl...

Muhammed O. Sayin, et al. ∙

∙ 11/23/2021

Independent Learning in Stochastic Games

Reinforcement learning (RL) has recently achieved tremendous successes i...

Asuman Ozdaglar, et al. ∙

∙ 06/04/2021

Decentralized Q-Learning in Zero-sum Markov Games

We study multi-agent reinforcement learning (MARL) in infinite-horizon d...

Muhammed O. Sayin, et al. ∙

∙ 10/08/2020

Fictitious play in zero-sum stochastic games

We present fictitious play dynamics for the general class of stochastic ...

Muhammed O. Sayin, et al. ∙

∙ 07/22/2019

Optimal Hierarchical Signaling for Quadratic Cost Measures and General Distributions: A Copositive Program Characterization

In this paper, we address the problem of optimal hierarchical signaling ...

Muhammed O. Sayin, et al. ∙

∙ 02/04/2019

Deception-As-Defense Framework for Cyber-Physical Systems

We introduce deceptive signaling framework as a new defense measure agai...

Muhammed O. Sayin, et al. ∙

∙ 01/30/2019

A Game Theoretical Error-Correction Framework for Secure Traffic-Sign Classification

We introduce a game theoretical error-correction framework to design cla...

Muhammed O. Sayin, et al. ∙

∙ 01/30/2019

Robust Sensor Design Against Multiple Attackers with Misaligned Control Objectives

We introduce a robust sensor design framework to provide defense against...

Muhammed O. Sayin, et al. ∙

∙ 02/22/2018

Reliable Intersection Control in Non-cooperative Environments

We propose a reliable intersection control mechanism for strategic auton...

Muhammed O. Sayin, et al. ∙

∙ 01/23/2014

Predicting Nearly As Well As the Optimal Twice Differentiable Regressor

We study nonlinear regression of real valued data in an individual seque...

N. Denizcan Vanli, et al. ∙