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Nian Si — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Nian Si
8
papers ·
8
citations ·
10
h-index
Anhui Agricultural University · Henan Polytechnic University
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Most-cited papers
A Finite Sample Complexity Bound for Distributionally Robust Q-learning
2023 · 6 citations
Bellman Optimality of Average-Reward Robust Markov Decision Processes with a Constant Gain
2025
Sample Complexity of Distributionally Robust Average-Reward Reinforcement Learning
2025
Near-Optimal Sample Complexities of Divergence-based S-rectangular Distributionally Robust Reinforcement Learning
2025
Sample Complexity of Variance-reduced Distributionally Robust Q-learning
2023
On the Foundation of Distributionally Robust Reinforcement Learning
2023
Learning Optimal Distributionally Robust Stochastic Control in Continuous State Spaces
2024
Top co-authors
Shengbo Wang
· 5
Jose Blanchet
· 4
Zhengyuan Zhou
· 3
Shengbo Wang
· 2
and Zhengyuan Zhou
· 1
Jason Meng
· 1
Zhenghao Li
· 1
Zijun Chen
· 1
Topics
Model-Based RL
Value-Based
Safe RL
Game AI
Multi-Agent