Picture for Liyuan Xu

Liyuan Xu

Kernel Single Proxy Control for Deterministic Confounding

Add code
Aug 08, 2023
Viaarxiv icon

A Neural Mean Embedding Approach for Back-door and Front-door Adjustment

Add code
Oct 12, 2022
Figure 1 for A Neural Mean Embedding Approach for Back-door and Front-door Adjustment
Figure 2 for A Neural Mean Embedding Approach for Back-door and Front-door Adjustment
Figure 3 for A Neural Mean Embedding Approach for Back-door and Front-door Adjustment
Figure 4 for A Neural Mean Embedding Approach for Back-door and Front-door Adjustment
Viaarxiv icon

Importance Weighting Approach in Kernel Bayes' Rule

Add code
Feb 05, 2022
Figure 1 for Importance Weighting Approach in Kernel Bayes' Rule
Figure 2 for Importance Weighting Approach in Kernel Bayes' Rule
Figure 3 for Importance Weighting Approach in Kernel Bayes' Rule
Viaarxiv icon

Kernel Methods for Multistage Causal Inference: Mediation Analysis and Dynamic Treatment Effects

Add code
Nov 06, 2021
Figure 1 for Kernel Methods for Multistage Causal Inference: Mediation Analysis and Dynamic Treatment Effects
Figure 2 for Kernel Methods for Multistage Causal Inference: Mediation Analysis and Dynamic Treatment Effects
Figure 3 for Kernel Methods for Multistage Causal Inference: Mediation Analysis and Dynamic Treatment Effects
Figure 4 for Kernel Methods for Multistage Causal Inference: Mediation Analysis and Dynamic Treatment Effects
Viaarxiv icon

Deep Proxy Causal Learning and its Application to Confounded Bandit Policy Evaluation

Add code
Jun 07, 2021
Figure 1 for Deep Proxy Causal Learning and its Application to Confounded Bandit Policy Evaluation
Figure 2 for Deep Proxy Causal Learning and its Application to Confounded Bandit Policy Evaluation
Figure 3 for Deep Proxy Causal Learning and its Application to Confounded Bandit Policy Evaluation
Figure 4 for Deep Proxy Causal Learning and its Application to Confounded Bandit Policy Evaluation
Viaarxiv icon

On Instrumental Variable Regression for Deep Offline Policy Evaluation

Add code
May 21, 2021
Figure 1 for On Instrumental Variable Regression for Deep Offline Policy Evaluation
Figure 2 for On Instrumental Variable Regression for Deep Offline Policy Evaluation
Figure 3 for On Instrumental Variable Regression for Deep Offline Policy Evaluation
Figure 4 for On Instrumental Variable Regression for Deep Offline Policy Evaluation
Viaarxiv icon

Learning Deep Features in Instrumental Variable Regression

Add code
Nov 01, 2020
Figure 1 for Learning Deep Features in Instrumental Variable Regression
Figure 2 for Learning Deep Features in Instrumental Variable Regression
Figure 3 for Learning Deep Features in Instrumental Variable Regression
Figure 4 for Learning Deep Features in Instrumental Variable Regression
Viaarxiv icon

Kernel Methods for Policy Evaluation: Treatment Effects, Mediation Analysis, and Off-Policy Planning

Add code
Oct 13, 2020
Figure 1 for Kernel Methods for Policy Evaluation: Treatment Effects, Mediation Analysis, and Off-Policy Planning
Figure 2 for Kernel Methods for Policy Evaluation: Treatment Effects, Mediation Analysis, and Off-Policy Planning
Figure 3 for Kernel Methods for Policy Evaluation: Treatment Effects, Mediation Analysis, and Off-Policy Planning
Figure 4 for Kernel Methods for Policy Evaluation: Treatment Effects, Mediation Analysis, and Off-Policy Planning
Viaarxiv icon

Similarity-based Classification: Connecting Similarity Learning to Binary Classification

Add code
Jun 11, 2020
Figure 1 for Similarity-based Classification: Connecting Similarity Learning to Binary Classification
Figure 2 for Similarity-based Classification: Connecting Similarity Learning to Binary Classification
Figure 3 for Similarity-based Classification: Connecting Similarity Learning to Binary Classification
Figure 4 for Similarity-based Classification: Connecting Similarity Learning to Binary Classification
Viaarxiv icon

Uncoupled Regression from Pairwise Comparison Data

Add code
Jun 03, 2019
Figure 1 for Uncoupled Regression from Pairwise Comparison Data
Figure 2 for Uncoupled Regression from Pairwise Comparison Data
Figure 3 for Uncoupled Regression from Pairwise Comparison Data
Viaarxiv icon