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Simon S. Du — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Simon S. Du
52
papers ·
362
citations ·
32
h-index
University of Washington
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Stochastic Variance Reduction Methods for Policy Evaluation
2017 · 69 citations
Optimism in Reinforcement Learning with Generalized Linear Function Approximation
2019 · 54 citations
On Reward-Free Reinforcement Learning with Linear Function Approximation
2020 · 33 citations
Agnostic Q-learning with Function Approximation in Deterministic Systems: Tight Bounds on Approximation Error and Sample Complexity
2020 · 23 citations
Is Long Horizon Reinforcement Learning More Difficult Than Short Horizon Reinforcement Learning?
2020 · 23 citations
Is a Good Representation Sufficient for Sample Efficient Reinforcement Learning?
2019 · 21 citations
Bilinear Classes: A Structural Framework for Provable Generalization in RL
2021 · 21 citations
$Q$-learning with Logarithmic Regret
2020 · 16 citations
Fine-Grained Gap-Dependent Bounds for Tabular MDPs via Adaptive Multi-Step Bootstrap
2021 · 12 citations
Nearly Minimax Optimal Reward-free Reinforcement Learning
2020 · 11 citations
Provably Efficient $Q$-learning with Function Approximation via Distribution Shift Error Checking Oracle
2019 · 9 citations
Provably Efficient Exploration for Reinforcement Learning Using Unsupervised Learning
2020 · 7 citations
A Provably Efficient Algorithm for Linear Markov Decision Process with Low Switching Cost
2021 · 7 citations
Nearly Horizon-Free Offline Reinforcement Learning
2021 · 6 citations
On the Power of Multitask Representation Learning in Linear MDP
2021 · 5 citations
Top co-authors
Ruosong Wang
· 9
Qiwen Cui
· 8
Lin F. Yang
· 6
Jason D. Lee
· 5
Runlong Zhou
· 4
Sham M. Kakade
· 4
Han Zhong
· 3
Kevin Jamieson
· 3
Liwei Wang
· 3
Maryam Fazel
· 3
Xiangyang Ji
· 3
Xinqi Wang
· 3
Topics
Value-Based
Model-Based RL
Exploration
Offline RL
Multi-Agent
Game AI
Policy Gradient
Safe RL
Meta-RL
RLHF & Alignment