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Mark van der Laan

Targeted Deep Architectures: A TMLE-Based Framework for Robust Causal Inference in Neural Networks

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Jul 16, 2025
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Highly Adaptive Ridge

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Oct 03, 2024
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Large Language Models as Co-Pilots for Causal Inference in Medical Studies

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Jul 26, 2024
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Adaptive-TMLE for the Average Treatment Effect based on Randomized Controlled Trial Augmented with Real-World Data

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May 12, 2024
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Longitudinal Targeted Minimum Loss-based Estimation with Temporal-Difference Heterogeneous Transformer

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Apr 05, 2024
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Conformal Meta-learners for Predictive Inference of Individual Treatment Effects

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Aug 28, 2023
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Adaptive debiased machine learning using data-driven model selection techniques

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Jul 24, 2023
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The Selectively Adaptive Lasso

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May 22, 2022
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Two-Stage TMLE to Reduce Bias and Improve Efficiency in Cluster Randomized Trials

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Jun 29, 2021
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Risk Minimization from Adaptively Collected Data: Guarantees for Supervised and Policy Learning

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Jun 03, 2021
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