conftrace_

two-timescale stochastic approximation

4 papers

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Also known as

TTSA

Co-occurring keywords

markovian noise (7) finite-time analysis (31) central limit theorem (19) gradient-based temporal difference (1) nonlinear function approximation (11) step size schedule (4) neural network function approximation (5) linear stochastic approximation (8) whittle index policy (3) markov noise (1)

Papers

Gaussian Approximation for Two-Timescale Linear Stochastic Approximation AAAI 2026
Central Limit Theorem for Two-Timescale Stochastic Approximation with Markovian Noise: Theory and Applications AISTATS 2024
Finite-Time Analysis of Whittle Index based Q-Learning for Restless Multi-Armed Bandits with Neural Network Function Approximation NIPS 2023
Finite Time Analysis of Linear Two-timescale Stochastic Approximation with Markovian Noise COLT 2020