Andrew J Wagenmaker
4 papers · 2021–2022 · 2 conferences · across top CS/AI conferences
Achievements
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π
Conference Polyglot
(2)
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Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(10)
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Keyword Pioneer
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Cross-Pollinator
(15)
Conferences
ICML (3)
COLT (1)
Top co-authors
Keywords
reinforcement learning
(3)
sample complexity
(3)
optimal policy
(2)
linear mdp
(2)
pac learning
(2)
robust estimation
(1)
linear quadratic regulator
(1)
experiment design
(1)
regret bound
(1)
linear function approximation
(1)
linear dynamical system
(1)
certainty equivalence
(1)
first-order regret
(1)
state visitation
(1)
reward-free reinforcement learning
(1)
task-guided exploration
(1)
catoni mean estimator
(1)
suboptimality gap
(1)
Papers
Beyond No Regret: Instance-Dependent PAC Reinforcement Learning
COLT 2022
First-Order Regret in Reinforcement Learning with Linear Function Approximation: A Robust Estimation Approach
ICML 2022
Reward-Free RL is No Harder Than Reward-Aware RL in Linear Markov Decision Processes
ICML 2022
Task-Optimal Exploration in Linear Dynamical Systems
ICML 2021