Picture for Dennis Frauen

Dennis Frauen

Learning Representations of Instruments for Partial Identification of Treatment Effects

Add code
Oct 11, 2024
Figure 1 for Learning Representations of Instruments for Partial Identification of Treatment Effects
Figure 2 for Learning Representations of Instruments for Partial Identification of Treatment Effects
Figure 3 for Learning Representations of Instruments for Partial Identification of Treatment Effects
Figure 4 for Learning Representations of Instruments for Partial Identification of Treatment Effects
Viaarxiv icon

Causal machine learning for predicting treatment outcomes

Add code
Oct 11, 2024
Viaarxiv icon

Model-agnostic meta-learners for estimating heterogeneous treatment effects over time

Add code
Jul 07, 2024
Viaarxiv icon

Conformal Prediction for Causal Effects of Continuous Treatments

Add code
Jul 03, 2024
Viaarxiv icon

Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments

Add code
Jun 04, 2024
Viaarxiv icon

G-Transformer for Conditional Average Potential Outcome Estimation over Time

Add code
May 31, 2024
Viaarxiv icon

Causal Machine Learning for Cost-Effective Allocation of Development Aid

Add code
Jan 31, 2024
Viaarxiv icon

Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework

Add code
Nov 30, 2023
Viaarxiv icon

A Neural Framework for Generalized Causal Sensitivity Analysis

Add code
Nov 27, 2023
Viaarxiv icon

Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation

Add code
Nov 19, 2023
Viaarxiv icon