Stefan Feuerriegel

12

Papers

69

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

Stabilized Neural Prediction of Potential Outcomes in Continuous Time

LLM-Driven Treatment Effect Estimation Under Inference Time Text Confounding

Differentially private learners for heterogeneous treatment effects

Treatment Effect Estimation for Optimal Decision-Making

NeurIPS 2025arXiv

Learning Representations of Instruments for Partial Identification of Treatment Effects

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing

NeurIPS 2025arXiv

Fair Off-Policy Learning from Observational Data

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