Causal machine learning for predicting treatment outcomes

Causal machine learning for predicting treatment outcomes

11 October 2024

Stefan Feuerriegel

Valentyn Melnychuk

Konstantin Hess

Isaac S. Kohane

Mihaela van der Schaar

Papers citing "Causal machine learning for predicting treatment outcomes"

12 / 12 papers shown

Title
AI-Driven Automation Can Become the Foundation of Next-Era Science of Science Research Renqi Chen Haoyang Su Shixiang Tang Zhenfei Yin Qi Wu Hui Li Ye Sun Nanqing Dong Wanli Ouyang Philip Torr AI4CE 7 0 0 17 May 2025
Integrating Probabilistic Trees and Causal Networks for Clinical and Epidemiological Data Sheresh Zahoor Pietro Liò G. Dias Mohammed Hasanuzzaman 46 0 0 28 Jan 2025
Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner Valentyn Melnychuk Stefan Feuerriegel M. Schaar CML 56 2 0 05 Nov 2024
Learning Representations of Instruments for Partial Identification of Treatment Effects J. Schweisthal Dennis Frauen Maresa Schröder Konstantin Hess Niki Kilbertus Stefan Feuerriegel CML 34 1 0 11 Oct 2024
Stabilized Neural Prediction of Potential Outcomes in Continuous Time Konstantin Hess Stefan Feuerriegel 53 0 0 04 Oct 2024
Model-agnostic meta-learners for estimating heterogeneous treatment effects over time Dennis Frauen Konstantin Hess Stefan Feuerriegel 37 5 0 07 Jul 2024
Deriving Causal Order from Single-Variable Interventions: Guarantees & Algorithm Mathieu Chevalley Patrick Schwab Arash Mehrjou 46 1 0 28 May 2024
Smoke and Mirrors in Causal Downstream Tasks Riccardo Cadei Lukas Lindorfer Sylvia Cremer Cordelia Schmid Francesco Locatello CML 38 3 0 27 May 2024
Conformal Convolution and Monte Carlo Meta-learners for Predictive Inference of Individual Treatment Effects Jef Jonkers Jarne Verhaeghe Glenn Van Wallendael Luc Duchateau Sofie Van Hoecke 28 2 0 07 Feb 2024
Causal Machine Learning for Cost-Effective Allocation of Development Aid Milan Kuzmanovic Dennis Frauen Tobias Hatt Stefan Feuerriegel 32 7 0 30 Jan 2024
A Neural Framework for Generalized Causal Sensitivity Analysis Dennis Frauen F. Imrie Alicia Curth Valentyn Melnychuk Stefan Feuerriegel M. Schaar CML 31 10 0 27 Nov 2023
Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel CML 32 9 0 19 Nov 2023