Bayesian Nonparametric Causal Inference: Information Rates and Learning
Algorithms

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Bayesian Nonparametric Causal Inference: Information Rates and Learning Algorithms

24 December 2017

Mihaela van der Schaar

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Papers citing "Bayesian Nonparametric Causal Inference: Information Rates and Learning Algorithms"

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Title
SOReL and TOReL: Two Methods for Fully Offline Reinforcement Learning Mattie Fellows Clarisse Wibault Uljad Berdica Johannes Forkel Jakob Foerster Michael A. Osborne OffRL OnRL 58 0 0 28 May 2025
Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner Valentyn Melnychuk Stefan Feuerriegel Mihaela van der Schaar CML 272 5 0 05 Nov 2024
New User Event Prediction Through the Lens of Causal Inference H. Yuchi Shixiang Zhu Li Dong Yigit M. Arisoy Matthew C. Spencer 91 0 0 08 Jul 2024
Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel CML 79 10 0 19 Nov 2023
Causal Transformer for Estimating Counterfactual Outcomes Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel CML 107 99 0 14 Apr 2022
Conditional Distributional Treatment Effect with Kernel Conditional Mean Embeddings and U-Statistic Regression Junhyung Park Uri Shalit Bernhard Schölkopf Krikamol Muandet CML 104 33 0 16 Feb 2021
Nonparametric Estimation of Heterogeneous Treatment Effects: From Theory to Learning Algorithms Alicia Curth M. Schaar CML 181 149 0 26 Jan 2021
Causal Inference using Gaussian Processes with Structured Latent Confounders Sam Witty Kenta Takatsu David D. Jensen Vikash K. Mansinghka CML 140 19 0 14 Jul 2020
Deconfounding Reinforcement Learning in Observational Settings Chaochao Lu Bernhard Schölkopf José Miguel Hernández-Lobato CML OOD 173 75 0 26 Dec 2018
Counterfactual Normalization: Proactively Addressing Dataset Shift and Improving Reliability Using Causal Mechanisms Adarsh Subbaswamy Suchi Saria OOD 62 25 0 09 Aug 2018
Variable Prioritization in Nonlinear Black Box Methods: A Genetic Association Case Study Lorin Crawford Seth R. Flaxman D. Runcie M. West 47 28 0 22 Jan 2018