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Wen Sun — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Wen Sun
22
papers ·
38
citations ·
40
h-index
Northwestern Polytechnical University · Hangzhou Dianzi University · University of Hong Kong · South China University of Technology
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Most-cited papers
Contrasting Exploration in Parameter and Action Space: A Zeroth-Order Optimization Perspective
2019 · 16 citations
Hybrid RL: Using Both Offline and Online Data Can Make RL Efficient
2022 · 7 citations
Learning to Generate Better Than Your LLM
2023 · 4 citations
Provably Efficient Reinforcement Learning in Partially Observable Dynamical Systems
2022 · 3 citations
Provable Benefits of Representational Transfer in Reinforcement Learning
2022 · 2 citations
PAC Reinforcement Learning for Predictive State Representations
2022 · 1 citations
Learning Bellman Complete Representations for Offline Policy Evaluation
2022 · 1 citations
Near-Minimax-Optimal Risk-Sensitive Reinforcement Learning with CVaR
2023 · 1 citations
JoinGym: An Efficient Query Optimization Environment for Reinforcement Learning
2023 · 1 citations
The Central Role of the Loss Function in Reinforcement Learning
2024 · 1 citations
Efficient Reinforcement Learning in Block MDPs: A Model-free Representation Learning Approach
2022
Computationally Efficient PAC RL in POMDPs with Latent Determinism and Conditional Embeddings
2022
Sample-efficient Safe Learning for Online Nonlinear Control with Control Barrier Functions
2022
Offline Minimax Soft-Q-learning Under Realizability and Partial Coverage
2023
Provable Offline Preference-Based Reinforcement Learning
2023
Top co-authors
Nathan Kallus
· 9
Masatoshi Uehara
· 7
Jason D. Lee
· 6
Ayush Sekhari
· 4
Wenhao Zhan
· 4
Yuda Song
· 4
Kaiwen Wang
· 3
Alekh Agarwal
· 2
J. Andrew Bagnell
· 2
Kaiwen Wang
· 2
Mengdi Wang
· 2
Xuezhou Zhang
· 2
Topics
Model-Based RL
Value-Based
Exploration
Offline RL
Policy Gradient
RLHF & Alignment
Meta-RL
Safe RL
Game AI