Preprints
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Thierry Schwaller, Feiran Zhao, Florian Dorfler. "A Bayesian Perspective on the Data-Driven LQR." IEEE Conference on Decision and Control (CDC), Submitted, 2026.
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Feiran Zhao, Alessandro Chiuso, Florian Dorfler. "Policy Gradient Adaptive Control for the LQR: Indirect and Direct Approaches." IEEE Transactions on Automatic Control (full paper), Submitted, 2025.
Journal Articles
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Niklas Persson, Feiran Zhao, Mojtaba Kaheni, Florian Dorfler, Alessandro V. Papadopoulos. "An adaptive data-enabled policy optimization approach for autonomous bicycle control." IEEE Transactions on Control Systems Technology, Early access, 2026.
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Feiran Zhao, Florian Dorfler, Alessandro Chiuso, Keyou You. "Data-Enabled Policy Optimization for Direct Adaptive Learning of the LQR." IEEE Transactions on Automatic Control (full paper), 70(11):7217-7232, 2025.
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Feiran Zhao, Keyou You. "Policy Gradient Methods for the Cost-Constrained LQR: Strong Duality and Global Convergence." IEEE Transactions on Automatic Control, 70(12):8414-8421, 2025.
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Xuerui Wang, Feiran Zhao, Andres Jurisson, Florian Dorfler, Roy S. Smith. "Unified Aeroelastic Flutter and Loads Control via Data-Enabled Policy Optimization." IEEE Transactions on Aerospace and Electronic Systems, 61(5):11437-11449, 2025.
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Feiran Zhao, Xingyu Sha, Keyou You. "Asynchronous Parallel Policy Gradient Methods for the Linear Quadratic Regulator." IEEE Transactions on Automatic Control, 70(7):4920-4927, 2025.
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Feiran Zhao, Xingyun Fu, Keyou You. "Convergence and Sample Complexity of Policy Gradient Methods for Stabilizing Linear Systems." IEEE Transactions on Automatic Control (full paper), 70(3):1455-1466, 2025.
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Feiran Zhao, Alessandro Chiuso, Florian Dorfler. "Regularization for Covariance Parameterization of Direct Data-Driven LQR Control." IEEE Control Systems Letters, 9:961-966, 2025.
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Xingchen Li, Feiran Zhao, Keyou You. "Data-driven control of linear systems via quantized feedback." Journal of Systems Science and Complexity, 37(1):152-168, 2024.
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Feiran Zhao, Keyou You, Tamer Basar. "Global Convergence of Policy Gradient Primal-Dual Methods for Risk-Constrained LQRs." IEEE Transactions on Automatic Control (full paper), 68(5):2934-2949, 2023.
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Feiran Zhao, Keyou You. "Minimax Q-learning control for linear systems using the Wasserstein metric." Automatica, 149:110850, 2023.
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Feiran Zhao, Keyou You, Shiji Song, Wenyue Zhang, Laisheng Tong. "Suspension regulation of medium-low-speed maglev trains via deep reinforcement learning." IEEE Transactions on Artificial Intelligence, 2(4):341-351, 2021.
Conference Proceedings
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Felix Laurent, Feiran Zhao, Jaap Eising, Florian Dorfler. "Adaptive Control of Unknown Linear Switched Systems via Policy Gradient Methods." European Control Conference (ECC), Accepted, 2026.
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Feiran Zhao, Ruohan Leng, Linbin Huang, Huanhai Xin, Keyou You, Florian Dorfler. "Direct adaptive control of grid-connected power converters via output-feedback data-enabled policy optimization." European Control Conference (ECC), pp. 2563-2568, 2025.
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Shubo Kang, Feiran Zhao, Keyou You. "Linear convergence of data-enabled policy optimization for linear quadratic tracking." American Control Conference (ACC), pp. 2249-2254, 2025.
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Zhinan Hou, Feiran Zhao, Keyou You. "Harnessing Data for Accelerating Model Predictive Control by Constraint Removal." IEEE Conference on Decision and Control (CDC), pp. 285-290, 2024.
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Feiran Zhao, Florian Dorfler, Keyou You. "Data-Enabled Policy Optimization for the Linear Quadratic Regulator." IEEE Conference on Decision and Control (CDC), pp. 6160-6165, 2023.
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Feiran Zhao, Xingyun Fu, Keyou You. "Globally convergent policy gradient methods for linear quadratic control of partially observed systems." IFAC-PapersOnLine, 56(2):5506-5511, 2023.
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Feiran Zhao, Xingchen Li, Keyou You. "Data-driven control of unknown linear systems via quantized feedback." Learning for Dynamics and Control (L4DC), pp. 467-479, 2022.
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Feiran Zhao, Keyou You. "Primal-dual learning for the model-free risk-constrained linear quadratic regulator." Learning for Dynamics and Control (L4DC), pp. 702-714, 2021.
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Feiran Zhao, Keyou You, Tamer Basar. "Infinite-horizon Risk-constrained Linear Quadratic Regulator with Average Cost." IEEE Conference on Decision and Control (CDC), pp. 390-395, 2021.
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Feiran Zhao, Keyou You, Yunxin Fan, Gang Yan. "Velocity regulation for automatic train operation via meta-reinforcement learning." Chinese Control Conference (CCC), pp. 1969-1974, 2020.
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Feiran Zhao, Peng Jiang, Keyou You, Shiji Song, Wenyue Zhang, Laisheng Tong. "Setpoint tracking for the suspension system of medium-speed maglev trains via reinforcement learning." IEEE International Conference on Control and Automation (ICCA), pp. 1620-1625, 2019.