Improved High-Probability Bounds for the Temporal Difference Learning Algorithm via Exponential Stability

22 October 2023

Papers citing "Improved High-Probability Bounds for the Temporal Difference Learning Algorithm via Exponential Stability"

5 / 5 papers shown

Title
Convergence of TD(0) under Polynomial Mixing with Nonlinear Function Approximation Anupama Sridhar Alexander Johansen 40 0 0 08 Feb 2025
Enhancing Stochastic Optimization for Statistical Efficiency Using ROOT-SGD with Diminishing Stepsize Tong Zhang Chris Junchi Li 38 0 0 15 Jul 2024
Gaussian Approximation and Multiplier Bootstrap for Polyak-Ruppert Averaged Linear Stochastic Approximation with Applications to TD Learning S. Samsonov Eric Moulines Qi-Man Shao Zhuo-Song Zhang Alexey Naumov 33 4 0 26 May 2024
SCAFFLSA: Taming Heterogeneity in Federated Linear Stochastic Approximation and TD Learning Paul Mangold S. Samsonov Safwan Labbi I. Levin Réda Alami Alexey Naumov Eric Moulines 38 1 0 06 Feb 2024
Adapting to Mixing Time in Stochastic Optimization with Markovian Data Ron Dorfman Kfir Y. Levy 37 28 0 09 Feb 2022