Martin J Wainwright
4 papers · 2018–2022 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(13)
Venues
Top co-authors
Research topics
Keywords
offline reinforcement learning
(2)
off-policy evaluation
(1)
policy optimization
(1)
function approximation
(1)
markov chain monte carlo
(1)
stochastic approximation
(1)
bellman residual
(1)
polyak-ruppert averaging
(1)
concentration inequality
(1)
mixing time
(1)
bellman operator
(1)
minimax lower bound
(1)
confidence interval
(1)
log-concave sampling
(1)
langevin diffusion
(1)
metropolis-adjusted langevin algorithm
(1)
central limit theorem
(1)
pessimism principle
(1)
linear stochastic approximation
(1)
temporal difference algorithm
(1)
Papers
Bellman Residual Orthogonalization for Offline Reinforcement Learning
NeurIPS 2022
Provable Benefits of Actor-Critic Methods for Offline Reinforcement Learning
NeurIPS 2021
On Linear Stochastic Approximation: Fine-grained Polyak-Ruppert and Non-Asymptotic Concentration
COLT 2020
Log-concave sampling: Metropolis-Hastings algorithms are fast!
COLT 2018