Model-agnostic meta-learners for estimating heterogeneous treatment effects over time

7 July 2024

Papers citing "Model-agnostic meta-learners for estimating heterogeneous treatment effects over time"

6 / 6 papers shown

Title
Differentially Private Learners for Heterogeneous Treatment Effects Maresa Schröder Valentyn Melnychuk Stefan Feuerriegel CML 70 0 0 05 Mar 2025
Orthogonal Representation Learning for Estimating Causal Quantities Valentyn Melnychuk Dennis Frauen J. Schweisthal Stefan Feuerriegel CML OOD BDL 55 2 0 06 Feb 2025
Causal machine learning for predicting treatment outcomes Stefan Feuerriegel Dennis Frauen Valentyn Melnychuk J. Schweisthal Konstantin Hess Alicia Curth Stefan Bauer Niki Kilbertus Isaac S. Kohane Mihaela van der Schaar CML 19 88 0 11 Oct 2024
Stabilized Neural Prediction of Potential Outcomes in Continuous Time Konstantin Hess Stefan Feuerriegel 46 0 0 04 Oct 2024
From Text to Treatment Effects: A Meta-Learning Approach to Handling Text-Based Confounding Henri Arno Paloma Rabaey Thomas Demeester CML 28 0 0 23 Sep 2024
G-Transformer for Conditional Average Potential Outcome Estimation over Time Konstantin Hess Dennis Frauen Valentyn Melnychuk Stefan Feuerriegel 54 2 0 31 May 2024