Shaofeng Zou
- Finite-Sample Analysis for SARSA with Linear Function Approximation
2019/02/06 by Shaofeng Zou, Zou, Shaofeng, Tengyu Xu +3 · 11 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Search Problems #Reinforcement Learning in Robotics
- Policy Gradient Method For Robust Reinforcement Learning
2022/05/15 by Yue Wang, Shaofeng Zou, Wang, Yue +1 · 9 citations
Computer Science · Physics and Astronomy · #Adaptive Dynamic Programming Control #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Reinforcement Learning in Robotics
- Sequential (Quickest) Change Detection: Classical Results and New Directions
2021/04/09 by Liyan Xie, Shaofeng Zou, Xie, Liyan +5 · 7 citations
Decision Sciences · Medicine · Mathematics · #Advanced Statistical Process Monitoring #Data-Driven Disease Surveillance #Statistical Methods and Inference
- Sample and Communication-Efficient Decentralized Actor-Critic Algorithms with Finite-Time Analysis
2021/09/08 by Ziyi Chen, Chen, Ziyi, Yi Zhou +5 · 4 citations
Computer Science · Engineering · #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Smart Grid Security and Resilience
- Robust Constrained Reinforcement Learning
2022/09/14 by Yue Wang, Wang, Yue, Fei Miao +3 · 5 citations
Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
- Robust Average-Reward Markov Decision Processes
2023/01/02 by Yue Wang, Wang, Yue, Alvaro Velasquez +7 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
- Variance-Reduced Off-Policy TDC Learning: Non-Asymptotic Convergence Analysis
2020/10/25 by Shaocong Ma, Yi Zhou, Ma, Shaocong +3 · 2 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Error Correcting Code Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Algorithms #Optimization and Control (math.OC) #Reinforcement Learning in Robotics
- Non-Asymptotic Analysis for Single-Loop (Natural) Actor-Critic with Compatible Function Approximation
2024/06/03 by Y Wang, Yue Wang, Wang, Yudan +5 · 3 citations
Computer Science · Engineering · #Evolutionary Algorithms and Applications #Artificial Immune Systems Applications #Cellular Automata and Applications
- Finite-sample Analysis of Greedy-GQ with Linear Function Approximation under Markovian Noise
2020/05/20 by Yue Wang, Shaofeng Zou, Wang, Yue +1 · 2 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Optimization and Search Problems #Reinforcement Learning in Robotics
- Constrained Reinforcement Learning Under Model Mismatch
2024/05/02 by Zhongchang Sun, Sihong He, Sun, Zhongchang +5 · 2 citations
Computer Science · #Adaptive Dynamic Programming Control #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
- Provably Efficient Offline Reinforcement Learning with Trajectory-Wise Reward
2022/06/13 by Tengyu Xu, Yue Wang, Xu, Tengyu +5 · 1 citation
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Autonomous Vehicle Technology and Safety #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
- Greedy-GQ with Variance Reduction: Finite-time Analysis and Improved\n Complexity
2021/03/30 by Shaocong Ma, Ziyi Chen, Ma, Shaocong +5 · 1 citation
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Reinforcement Learning in Robotics #Smart Grid Energy Management
- Convergence Guarantees for RMSProp and Adam in Generalized-smooth Non-convex Optimization with Affine Noise Variance
2024/04/01 by Qi Zhang, Zhang, Qi, Yi Zhou +3 · 1 citation
Computer Science · Mathematics · #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical methods in inverse problems #Optimization and Control (math.OC) #Optimization and Variational Analysis
- Model-Free Robust Reinforcement Learning with Sample Complexity Analysis
2024/06/24 by Yudan Wang, Shaofeng Zou, Wang, Yudan +3 · 2 citations
Computer Science · #Reinforcement Learning in Robotics
- Adaptive Gradient Normalization and Independent Sampling for (Stochastic) Generalized-Smooth Optimization
2024/10/17 by Yufeng Yang, Erin E. Tripp, Yang, Yufeng +7 · 1 citation
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Optimization and Variational Analysis #Sparse and Compressive Sensing Techniques