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eess.SY2025★ 3 cited
Beyond Gaussian Assumptions: A General Fractional HJB Control Framework for Lévy-Driven Heavy-Tailed Channels in 6G
Mengqi Li, Lixin Li, Wensheng Lin +2
Emerging 6G wireless systems suffer severe performance degradation in challenging environments like high-speed trains traversing dense urban corridors and Unmanned Aerial Vehicles…
eess.SY2022
Robust Reinforcement Learning for Risk-Sensitive Linear Quadratic Gaussian Control
Leilei Cui, Tamer Başar, Zhong-Ping Jiang
This paper proposes a novel robust reinforcement learning framework for discrete-time linear systems with model mismatch that may arise from the sim-to-real gap. A key strategy is…