most citedNon-Asymptotic Analysis for Single-Loop (Natural) Actor-Critic with Compatible Function Approximation

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math.OC2024

Adaptive Gradient Normalization and Independent Sampling for (Stochastic) Generalized-Smooth Optimization

Yufeng Yang, Erin Tripp, Yifan Sun +2

Recent studies have shown that many nonconvex machine learning problems satisfy a generalized-smooth condition that extends beyond traditional smooth nonconvex optimization. Howeve…