Chengchun Shi
- A Review of Off-Policy Evaluation in Reinforcement Learning
2022/12/13 by Masatoshi Uehara, Uehara, Masatoshi, Chengchun Shi +3 · 1 voice · 9 citations
Computer Science · #Reinforcement Learning in Robotics #cs.LG #math.ST #stat.ME #stat.ML
- Double Generative Adversarial Networks for Conditional Independence Testing
2020/06/03 by Chengchun Shi, Shi, Chengchun, Tianlin Xu +5 · 3 citations
Computer Science · #Bayesian Methods and Mixture Models #Blind Source Separation Techniques #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Dynamic Causal Effects Evaluation in A/B Testing with a Reinforcement Learning Framework
2020/02/05 by Chengchun Shi, Shi, Chengchun, Xiaoyu Wang +9 · 3 citations
Biochemistry, Genetics and Molecular Biology · Immunology and Microbiology · Mathematics · #Biosimilars and Bioanalytical Methods #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods in Clinical Trials #Viral Infectious Diseases and Gene Expression in Insects
- Conformal Off-policy Prediction
2022/06/14 by Yingying Zhang, Chengchun Shi, Zhang, Yingying +3 · 3 citations
Computer Science · Decision Sciences · #Data Stream Mining Techniques #Advanced Bandit Algorithms Research #Machine Learning and Data Classification
- An Instrumental Variable Approach to Confounded Off-Policy Evaluation
2022/12/29 by Xu Yang, Zhu Jin, Xu, Yang +7 · 3 citations
Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- Future-Dependent Value-Based Off-Policy Evaluation in POMDPs
2022/07/26 by Masatoshi Uehara, Uehara, Masatoshi, Haruka Kiyohara +13 · 2 citations
Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Smart Grid Energy Management
- Testing Stationarity and Change Point Detection in Reinforcement Learning
2022/03/03 by Mengbing Li, Li, Mengbing, Chengchun Shi +5 · 2 citations
Business, Management and Accounting · Decision Sciences · #FOS: Computer and information sciences #Innovation Diffusion and Forecasting #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Product Development and Customization
- Does the Markov Decision Process Fit the Data: Testing for the Markov Property in Sequential Decision Making
2020/02/05 by Chengchun Shi, Shi, Chengchun, Runzhe Wan +7 · 1 citation
Computer Science · Biochemistry, Genetics and Molecular Biology · Mathematics · #Reinforcement Learning in Robotics #Gene Regulatory Network Analysis #Advanced Causal Inference Techniques
- Testing Mediation Effects Using Logic of Boolean Matrices
2020/05/10 by Chengchun Shi, Shi, Chengchun, Lexin Li +1 · 1 citation
Mathematics · #FOS: Computer and information sciences #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistical Methods in Clinical Trials
- Dual Active Learning for Reinforcement Learning from Human Feedback
2024/10/03 by Pangpang Liu, Chengchun Shi, Liu, Pangpang +3 · 2 citations
Computer Science · #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
- Statistically Efficient Advantage Learning for Offline Reinforcement Learning in Infinite Horizons
2022/01/01 by Chengchun Shi, Shikai Luo, Shi, Chengchun +6 · 1 citation
Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Smart Grid Energy Management #Advanced MIMO Systems Optimization
- Policy Evaluation for Temporal and/or Spatial Dependent Experiments
2022/02/22 by Shikai Luo, Luo, Shikai, Ying Yang +9 · 1 citation
Economics, Econometrics and Finance · Mathematics · #Innovation Policy and R&D #Advanced Causal Inference Techniques #Health Systems, Economic Evaluations, Quality of Life
- Robust Offline Reinforcement learning with Heavy-Tailed Rewards
2023/10/28 by Jin Zhu, Zhu, Jin, Runzhe Wan +7 · 1 citation
Decision Sciences · Engineering · #Risk and Portfolio Optimization #Reservoir Engineering and Simulation Methods #Reliability and Maintenance Optimization
- Counterfactually Fair Reinforcement Learning via Sequential Data Preprocessing
2025/01/10 by Jitao Wang, Wang, Jitao, Chengchun Shi +9 · 3 citations
Social Sciences · #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- ARMA-Design: Optimal Treatment Allocation Strategies for A/B Testing in Partially Observable Time Series Experiments
2024/08/09 by Ke Sun, Sun, Ke, Linglong Kong +5 · 1 citation
Agricultural and Biological Sciences · Mathematics · #Econometrics (econ.EM) #FOS: Economics and business #Pesticide Residue Analysis and Safety #Statistical Methods in Clinical Trials
- Detecting LLM-Generated Tokens in Human--LLM Coauthored Text
2026/07/23 by Yangjun Lu, Hongyi Zhou, Fabian Spill +3
#cs.AI #stat.ME