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Dennis Frauen

Causal machine learning for predicting treatment outcomes

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Oct 11, 2024
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Learning Representations of Instruments for Partial Identification of Treatment Effects

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Oct 11, 2024
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Model-agnostic meta-learners for estimating heterogeneous treatment effects over time

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Jul 07, 2024
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Conformal Prediction for Causal Effects of Continuous Treatments

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Jul 03, 2024
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Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments

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Jun 04, 2024
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G-Transformer for Conditional Average Potential Outcome Estimation over Time

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May 31, 2024
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Causal Machine Learning for Cost-Effective Allocation of Development Aid

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Jan 31, 2024
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Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework

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Nov 30, 2023
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A Neural Framework for Generalized Causal Sensitivity Analysis

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Nov 27, 2023
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Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation

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Nov 19, 2023
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