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math.OC2026
A Unified Kalman-Type Classification of Controllability for Linear Stochastic Systems
Qi Lü, Yu Wang
We provide a unified algebraic classification of approximate controllability, approximate null controllability, exact null controllability, and exact controllability for finite-dim…
math.OC2023★ 4 cited
Convex and Non-convex Optimization Under Generalized Smoothness
Haochuan Li, Jian Qian, Yi Tian +2
Classical analysis of convex and non-convex optimization methods often requires the Lipshitzness of the gradient, which limits the analysis to functions bounded by quadratics. Rece…