Multiple Causal Inference with Latent Confounding

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Multiple Causal Inference with Latent Confounding

21 May 2018

Rajesh Ranganath

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Papers citing "Multiple Causal Inference with Latent Confounding"

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Title
DeCaFlow: A Deconfounding Causal Generative Model Alejandro Almodóvar Adrián Javaloy J. Parras Santiago Zazo Isabel Valera CML 76 0 0 19 Mar 2025
Causal Dynamic Variational Autoencoder for Counterfactual Regression in Longitudinal Data Mouad El Bouchattaoui Myriam Tami Benoit Lepetit P. Cournède CML OOD 212 2 0 16 Oct 2023
Causal Reasoning in the Presence of Latent Confounders via Neural ADMG Learning Matthew Ashman Chao Ma Agrin Hilmkil Joel Jennings Cheng Zhang CML AI4CE 93 10 0 22 Mar 2023
Multi-treatment Effect Estimation from Biomedical Data Raquel Y. S. Aoki Yizhou Chen M. Ester 68 0 0 14 Dec 2021
Causal Discovery from Conditionally Stationary Time Series Carles Balsells-Rodas Ruibo Tu Tanmayee Narendra Yingzhen Li Gabriele Schweikert Hedvig Kjellström Yingzhen Li AI4TS BDL CML 170 6 0 12 Oct 2021
Desiderata for Representation Learning: A Causal Perspective Yixin Wang Michael I. Jordan CML 73 84 0 08 Sep 2021
DoGR: Disaggregated Gaussian Regression for Reproducible Analysis of Heterogeneous Data N. Alipourfard Keith Burghardt Kristina Lerman 43 0 0 31 Aug 2021
General Control Functions for Causal Effect Estimation from Instrumental Variables A. Puli Rajesh Ranganath CML 107 4 0 08 Jul 2019
Adapting Text Embeddings for Causal Inference Victor Veitch Dhanya Sridhar David M. Blei CML 61 21 0 29 May 2019
The Medical Deconfounder: Assessing Treatment Effects with Electronic Health Records Linying Zhang Yixin Wang A. Ostropolets J. J. Mulgrave David M. Blei G. Hripcsak BDL CML 136 1 0 03 Apr 2019
Using Embeddings to Correct for Unobserved Confounding in Networks Victor Veitch Yixin Wang David M. Blei CML 91 58 0 11 Feb 2019
Time Series Deconfounder: Estimating Treatment Effects over Time in the Presence of Hidden Confounders Ioana Bica Ahmed Alaa M. Schaar BDL CML AI4TS 86 114 0 01 Feb 2019
We Are Not Your Real Parents: Telling Causal from Confounded using MDL David Kaltenpoth Jilles Vreeken CML 106 22 0 21 Jan 2019
The Blessings of Multiple Causes Yixin Wang David M. Blei AI4CE CML 70 291 0 17 May 2018