Dennis Frauen

12

Papers

63

Total Citations

Papers (12)

Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation

Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation

Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework

Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets

LLM-Driven Treatment Effect Estimation Under Inference Time Text Confounding

Treatment Effect Estimation for Optimal Decision-Making

NeurIPS 2025arXiv

Learning Representations of Instruments for Partial Identification of Treatment Effects

Fair Off-Policy Learning from Observational Data

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

Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model

Sharp Bounds for Generalized Causal Sensitivity Analysis

Reliable Off-Policy Learning for Dosage Combinations