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eess.SY2025
Bootstrap Policy Iteration for Stochastic Linear Quadratic Tracking with Multiplicative Noise
Jiayu Chen, Zhenhui Xu, Xinghu Wang
This paper studies the linear quadratic tracking problem for continuous-time stochastic systems with multiplicative noise. The proposed framework formulates the problem under an av…
eess.SY2025
Robust Mean Field Social Control: A Unified Reinforcement Learning Framework
Zhenhui Xu, Jiayu Chen, Bing-Chang Wang +2
This paper studies linear quadratic Gaussian robust mean field social control problems in the presence of multiplicative noise. We aim to compute asymptotic decentralized strategie…
eess.SY2025★ 1 cited
Data-Driven Mean Field Equilibrium Computation in Large-Population LQG Games
Zhenhui Xu, Jiayu Chen, Bing-Chang Wang +1
This paper presents a novel data-driven approach for approximating the -Nash equilibrium in continuous-time linear quadratic Gaussian (LQG) games, where multiple agent…