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Bayesian Nonparametric Causal Inference: Information Rates and Learning Algorithms
24 December 2017
Ahmed Alaa
Mihaela van der Schaar
CML
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Papers citing
"Bayesian Nonparametric Causal Inference: Information Rates and Learning Algorithms"
11 / 11 papers shown
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
54
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
135
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
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