Conformal Meta-learners for Predictive Inference of Individual Treatment
Effects

Conformal Meta-learners for Predictive Inference of Individual Treatment Effects

28 August 2023

Mark van der Laan

Papers citing "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"

11 / 11 papers shown

Title
Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner Valentyn Melnychuk Stefan Feuerriegel M. Schaar CML 56 2 0 05 Nov 2024
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 27 91 0 11 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 112 3 0 09 Oct 2024
Conformal Prediction for Dose-Response Models with Continuous Treatments Jarne Verhaeghe Jef Jonkers Sofie Van Hoecke 28 0 0 30 Sep 2024
From Text to Treatment Effects: A Meta-Learning Approach to Handling Text-Based Confounding Henri Arno Paloma Rabaey Thomas Demeester CML 33 0 0 23 Sep 2024
Conformal Diffusion Models for Individual Treatment Effect Estimation and Inference Hengrui Cai Huaqing Jin Lexin Li 36 1 0 02 Aug 2024
Conformal Prediction for Causal Effects of Continuous Treatments Maresa Schröder Dennis Frauen J. Schweisthal Konstantin Heß Valentyn Melnychuk Stefan Feuerriegel 50 7 0 03 Jul 2024
Conformal Counterfactual Inference under Hidden Confounding Zonghao Chen Ruocheng Guo Jean-François Ton Yang Liu CML OffRL 50 2 0 20 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 31 2 0 07 Feb 2024
Undersmoothing Causal Estimators with Generative Trees Damian Machlanski Spyridon Samothrakis Paul Clarke CML 33 1 0 16 Mar 2022
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 232 719 0 12 May 2016