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20182025
most citedNesterov Acceleration of Alternating Least Squares for Canonical Tensor Decomposition: Momentum Step Size Selection and Restart Mechanisms

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math.OC2025

Verifying Probabilistic Regions of Attraction with Neural Lyapunov Functions for Stochastic Systems

Yun Su, Hans De Sterck, Jun Liu

Leveraging a stochastic extension of Zubov's equation, we develop a physics-informed neural network (PINN) approach for learning a neural Lyapunov function that captures the larges…