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Dennis Frauen
Dennis Frauen
12
papers
144
total citations
papers (12)
Sharp Bounds for Generalized Causal Sensitivity Analysis
NEURIPS 2023
arXiv
27
citations
Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation
ICLR 2024
arXiv
24
citations
Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation
ICLR 2024
arXiv
19
citations
Reliable Off-Policy Learning for Dosage Combinations
NEURIPS 2023
arXiv
14
citations
Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model
NEURIPS 2023
arXiv
14
citations
Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework
ICLR 2024
arXiv
11
citations
Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments
ICML 2024
arXiv
10
citations
Fair Off-Policy Learning from Observational Data
ICML 2024
arXiv
10
citations
Treatment Effect Estimation for Optimal Decision-Making
NEURIPS 2025
arXiv
5
citations
Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets
ICLR 2025
arXiv
5
citations
LLM-Driven Treatment Effect Estimation Under Inference Time Text Confounding
NEURIPS 2025
arXiv
3
citations
Learning Representations of Instruments for Partial Identification of Treatment Effects
ICML 2025
arXiv
2
citations