Nian Si

1. Sample Complexity of Variance-reduced Distributionally Robust Q-learning
   2023/05/28 by Shengbo Wang, Nian Si, Wang, Shengbo +5 · 6 citations
   Computer Science · #Reinforcement Learning in Robotics
2. Distributionally Robust Batch Contextual Bandits
   2020/06/10 by Nian Si, Si, Nian, Fan Zhang +5 · 4 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning in Healthcare #Optimization and Control (math.OC) #Statistics Theory (math.ST)
3. A Finite Sample Complexity Bound for Distributionally Robust Q-learning
   2023/02/26 by Shengbo Wang, Wang, Shengbo, Nian Si +5 · 5 citations
   Computer Science · Mathematics · #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Statistical Methods and Inference
4. On the Foundation of Distributionally Robust Reinforcement Learning
   2023/11/15 by Shengbo Wang, Wang, Shengbo, Nian Si +5 · 4 citations
   Computer Science · #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Reinforcement Learning in Robotics #Systems and Control (eess.SY) #electronic engineering #information engineering
5. Sample Complexity of Distributionally Robust Average-Reward Reinforcement Learning
   2025/05/15 by Zijun Chen, Chen, Zijun, Shengbo Wang +3 · 2 citations
   Computer Science · #Statistical and Computational Modeling