Xu, Liyuan

1. Learning Deep Features in Instrumental Variable Regression
   2020/10/14 by Liyuan Xu, Xu, Liyuan, Yutian Chen +9 · 6 citations
   Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #Advanced Causal Inference Techniques #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
2. Kernel Methods for Causal Functions: Dose, Heterogeneous, and Incremental Response Curves
   2020/10/10 by Singh, Rahul, Xu, Liyuan, Gretton, Arthur · 5 citations
   #62G08 #62P2 #68T05 #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #FOS: Mathematics #G.3 #I.2 #J.4 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
3. Deep Proxy Causal Learning and its Application to Confounded Bandit\n Policy Evaluation
   2021/06/07 by Liyuan Xu, Xu, Liyuan, Heishiro Kanagawa +3 · 5 citations
   Decision Sciences · Economics, Econometrics and Finance · Mathematics · #Advanced Bandit Algorithms Research #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Machine Learning (stat.ML)
4. Fully adaptive algorithm for pure exploration in linear bandits
   2017/10/16 by Liyuan Xu, Xu, Liyuan, Junya Honda +3 · 3 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (stat.ML) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
5. A Neural Mean Embedding Approach for Back-door and Front-door Adjustment
   2022/10/12 by Xu, Liyuan, Gretton, Arthur · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Methodology (stat.ME)
6. Sequential Kernel Embedding for Mediated and Time-Varying Dose Response Curves
   2021/11/06 by Singh, Rahul, Xu, Liyuan, Gretton, Arthur · 1 citation
   #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
7. Density Ratio-based Proxy Causal Learning Without Density Ratios
   2025/03/11 by Bariscan Bozkurt, Bozkurt, Bariscan, Ben Deaner +7 · 1 voice · 1 citation
   Computer Science · Engineering · #Bayesian Modeling and Causal Inference #Fault Detection and Control Systems #cs.LG