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markovian sampling

9 papers

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Co-occurring keywords · papers mentioning both

temporal difference learning (6) td learning (2) actor critic (2) finite-time analysis (2) markov decision process (2) sample complexity (2) convergence analysis (2) delayed update (1) lyapunov analysis (1) linear speedup (1)

Papers

A Single Stepsize Suffices for Unprojected Linear TD(0): Simultaneous Robust and Fast Rates via Polyak–Ruppert Averaging COLT 2026 On the Convergence of Continuous Single-timescale Actor-critic ICML 2025 Order-Optimal Global Convergence for Actor-Critic with General Policy and Neural Critic Parametrization UAI 2025 An Improved Finite-time Analysis of Temporal Difference Learning with Deep Neural Networks ICML 2024 Closing the Gap: Achieving Global Convergence (Last Iterate) of Actor-Critic under Markovian Sampling with Neural Network Parametrization ICML 2024 Stochastic Approximation with Delayed Updates: Finite-Time Rates under Markovian Sampling AISTATS 2024 Federated Reinforcement Learning: Linear Speedup Under Markovian Sampling ICML 2022 Non-asymptotic Convergence of Adam-type Reinforcement Learning Algorithms under Markovian Sampling AAAI 2021 Reanalysis of Variance Reduced Temporal Difference Learning ICLR 2020