Guo, Zijian
- Constrained Decision Transformer for Offline Safe Reinforcement Learning
2023/02/14 by Liu, Zuxin, Guo, Zijian, Yao, Yihang +4 · 7 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- Semi-supervised Inference for Explained Variance in High-dimensional Linear Regression and Its Applications
2018/06/16 by Cai, T. Tony, Guo, Zijian · 4 citations
#FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistics Theory (math.ST)
- Surrogate Assisted Semi-supervised Inference for High Dimensional Risk Prediction
2021/05/04 by Jue Hou, Hou, Jue, Zijian Guo +3 · 4 citations
Biochemistry, Genetics and Molecular Biology · #Cancer-related molecular mechanisms research #FOS: Computer and information sciences #FOS: Mathematics #Gene expression and cancer classification #Genetic Associations and Epidemiology #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST)
- Statistical Inference for Maximin Effects: Identifying Stable Associations across Multiple Studies
2020/11/15 by Zijian Guo, Guo, Zijian · 4 citations
Biochemistry, Genetics and Molecular Biology · #Gene expression and cancer classification #Genetic and phenotypic traits in livestock #Genetic Mapping and Diversity in Plants and Animals
- Datasets and Benchmarks for Offline Safe Reinforcement Learning
2023/06/15 by Zuxin Liu, Zijian Guo, Liu, Zuxin +19 · 5 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotics (cs.RO)
- Confidence Intervals for High-Dimensional Linear Regression: Minimax Rates and Adaptivity
2015/06/18 by Cai, T. Tony, Guo, Zijian · 2 citations
#FOS: Mathematics #Statistics Theory (math.ST)
- Control Function Instrumental Variable Estimation of Nonlinear Causal Effect Models
2016/02/02 by Guo, Zijian, Small, Dylan · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistics Theory (math.ST)
- Distributionally Robust Learning for Multi-source Unsupervised Domain Adaptation
2023/09/05 by Wang, Zhenyu, Bühlmann, Peter, Guo, Zijian · 4 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- Doubly Debiased Lasso: High-Dimensional Inference under Hidden Confounding
2020/04/08 by Guo, Zijian, Ćevid, Domagoj, Bühlmann, Peter · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistics Theory (math.ST)
- Causal Inference with Invalid Instruments: Post-selection Problems and A Solution Using Searching and Sampling
2021/04/14 by Zijian Guo, Guo, Zijian · 3 citations
Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
- Robust Inference for Federated Meta-Learning
2023/01/02 by Zijian Guo, Guo, Zijian, Xiudi Li +5 · 3 citations
Computer Science · Medicine · #Colorectal Cancer Screening and Detection #FOS: Computer and information sciences #Machine Learning and Data Classification #Machine Learning in Healthcare #Methodology (stat.ME)
- Inference for the Case Probability in High-dimensional Logistic Regression
2020/12/13 by Guo, Zijian, Rakshit, Prabrisha, Herman, Daniel S. +1 · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistics Theory (math.ST)
- Randomization-Based Inference for Average Treatment Effects in Inexactly Matched Observational Studies
2023/08/03 by Zhu, Jianan, Zhang, Jeffrey, Guo, Zijian +1 · 2 citations
#FOS: Computer and information sciences #Methodology (stat.ME)
- Robustness Against Weak or Invalid Instruments: Exploring Nonlinear Treatment Models with Machine Learning
2022/03/24 by Guo, Zijian, Zheng, Mengchu, Bühlmann, Peter · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST)
- Temporal Logic Specification-Conditioned Decision Transformer for Offline Safe Reinforcement Learning
2024/02/27 by Zijian Guo, Guo, Zijian, Weichao Zhou +3 · 2 citations
Computer Science · #Advanced Software Engineering Methodologies #Artificial Intelligence (cs.AI) #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
- Statistical Inference and Large-scale Multiple Testing for High-dimensional Regression Models
2023/01/25 by T. Tony Cai, Cai, T. Tony, Zijian Guo +3 · 1 citation
Mathematics · #Advanced Statistical Methods and Models #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
- Distributionally Robust Transfer Learning
2023/09/12 by Xiong, Xin, Guo, Zijian, Cai, Tianxi · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Methodology (stat.ME)
- Identification and Inference with Invalid Instruments
2024/07/28 by Kang, Hyunseung, Guo, Zijian, Liu, Zhonghua +1 · 2 citations
#Applications (stat.AP) #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistics Theory (math.ST)
- StablePCA: Learning Shared Representations across Multiple Sources via Minimax Optimization
2025/05/02 by Wang, Zhenyu, Liu, Molei, Lei, Jing +2 · 2 citations
#Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Methodology (stat.ME) #Optimization and Control (math.OC)
- One Subgoal at a Time: Zero-Shot Generalization to Arbitrary Linear Temporal Logic Requirements in Multi-Task Reinforcement Learning
2025/08/03 by Guo, Zijian, Işık, İlker, Ahmad, H. M. Sabbir +1 · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences