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Conformal Meta-learners for Predictive Inference of Individual Treatment
  Effects

Conformal Meta-learners for Predictive Inference of Individual Treatment Effects

Neural Information Processing Systems (NeurIPS), 2023
28 August 2023
Ahmed Alaa
Zaid Ahmad
Mark van der Laan
    CML
ArXiv (abs)PDFHTMLGithub (32★)

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

13 / 13 papers shown
Synthetic Counterfactual Labels for Efficient Conformal Counterfactual Inference
Synthetic Counterfactual Labels for Efficient Conformal Counterfactual Inference
Amirmohammad Farzaneh
Matteo Zecchin
Osvaldo Simeone
193
0
0
04 Sep 2025
Orthogonal Survival Learners for Estimating Heterogeneous Treatment Effects from Time-to-Event Data
Orthogonal Survival Learners for Estimating Heterogeneous Treatment Effects from Time-to-Event Data
Dennis Frauen
Maresa Schröder
Konstantin Hess
Stefan Feuerriegel
CML
327
6
0
19 May 2025
Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner
Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal LearnerNeural Information Processing Systems (NeurIPS), 2024
Valentyn Melnychuk
Stefan Feuerriegel
Mihaela van der Schaar
CML
644
9
0
05 Nov 2024
Causal machine learning for predicting treatment outcomes
Causal machine learning for predicting treatment outcomesNature Network Boston (NNB), 2024
Stefan Feuerriegel
Dennis Frauen
Valentyn Melnychuk
Jonas Schweisthal
Konstantin Hess
Alicia Curth
Stefan Bauer
Niki Kilbertus
Isaac S. Kohane
Mihaela van der Schaar
CML
387
275
0
11 Oct 2024
Conformal Prediction: A Data Perspective
Conformal Prediction: A Data PerspectiveACM Computing Surveys (ACM CSUR), 2024
Xiaofan Zhou
Baiting Chen
Yu Gui
Lu Cheng
2.0K
45
0
09 Oct 2024
Conformal Prediction for Dose-Response Models with Continuous Treatments
Conformal Prediction for Dose-Response Models with Continuous Treatments
Jarne Verhaeghe
Jef Jonkers
Sofie Van Hoecke
290
2
0
30 Sep 2024
From Text to Treatment Effects: A Meta-Learning Approach to Handling
  Text-Based Confounding
From Text to Treatment Effects: A Meta-Learning Approach to Handling Text-Based Confounding
Stefan Heytens
Paloma Rabaey
Thomas Demeester
CML
543
2
0
23 Sep 2024
Conformal Diffusion Models for Individual Treatment Effect Estimation
  and Inference
Conformal Diffusion Models for Individual Treatment Effect Estimation and Inference
Hengrui Cai
Huaqing Jin
Lexin Li
287
1
0
02 Aug 2024
Conformal Prediction for Causal Effects of Continuous Treatments
Conformal Prediction for Causal Effects of Continuous Treatments
Maresa Schröder
Dennis Frauen
Jonas Schweisthal
Konstantin Heß
Valentyn Melnychuk
Stefan Feuerriegel
635
15
0
03 Jul 2024
Conformal Counterfactual Inference under Hidden Confounding
Conformal Counterfactual Inference under Hidden Confounding
Zonghao Chen
Ruocheng Guo
Jean-François Ton
Yang Liu
CMLOffRL
579
9
0
20 May 2024
Conformal Convolution and Monte Carlo Meta-learners for Predictive Inference of Individual Treatment Effects
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
816
6
0
07 Feb 2024
Undersmoothing Causal Estimators with Generative Trees
Undersmoothing Causal Estimators with Generative TreesIEEE Access (IEEE Access), 2022
Damian Machlanski
Spyridon Samothrakis
Paul Clarke
CML
459
1
0
16 Mar 2022
Automated versus do-it-yourself methods for causal inference: Lessons
  learned from a data analysis competition
Automated versus do-it-yourself methods for causal inference: Lessons learned from a data analysis competition
Vincent Dorie
J. Hill
Uri Shalit
M. Scott
D. Cervone
CML
919
327
0
09 Jul 2017
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