most citedA Fully Data-Driven Value Iteration for Stochastic LQR: Convergence, Robustness and Stability

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eess.SY2025

Small-Covariance Noise-to-State Stability of Stochastic Systems and Its Applications to Stochastic Gradient Dynamics

Leilei Cui, Zhong-Ping Jiang, Eduardo D. Sontag

This paper studies gradient dynamics subject to additive random noise, which may arise from sources such as stochastic gradient estimation, measurement noise, or stochastic samplin…