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Alexey Naumov
Alexey Naumov
8
papers
98
total citations
papers (8)
Tight High Probability Bounds for Linear Stochastic Approximation with Fixed Stepsize
NEURIPS 2021
arXiv
28
citations
Local-Global MCMC kernels: the best of both worlds
NEURIPS 2022
arXiv
21
citations
First Order Methods with Markovian Noise: from Acceleration to Variational Inequalities
NEURIPS 2023
arXiv
19
citations
Optimistic Posterior Sampling for Reinforcement Learning with Few Samples and Tight Guarantees
NEURIPS 2022
arXiv
12
citations
Demonstration-Regularized RL
ICLR 2024
arXiv
5
citations
Model-free Posterior Sampling via Learning Rate Randomization
NEURIPS 2023
arXiv
5
citations
Nonasymptotic Analysis of Stochastic Gradient Descent with the Richardson–Romberg Extrapolation
ICLR 2025
arXiv
4
citations
Statistical inference for Linear Stochastic Approximation with Markovian Noise
NEURIPS 2025
arXiv
4
citations