Causal Inference with Conditional Instruments using Deep Generative Models

29 November 2022

Papers citing "Causal Inference with Conditional Instruments using Deep Generative Models"

9 / 9 papers shown

Title
Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition Junkun Yuan Anpeng Wu Kun Kuang Yangqiu Song Runze Wu Leilei Gan Lanfen Lin CML 96 38 0 13 Jul 2021
Ivy: Instrumental Variable Synthesis for Causal Inference Zhaobin Kuang Frederic Sala N. Sohoni Sen Wu A. Córdova-Palomera Jared A. Dunnmon J. Priest Christopher Ré CML 41 27 0 11 Apr 2020
A Survey on Causal Inference Liuyi Yao Zhixuan Chu Sheng Li Yaliang Li Jing Gao Aidong Zhang CML 97 509 0 05 Feb 2020
An Introduction to Variational Autoencoders Diederik P. Kingma Max Welling BDL SSL DRL 89 2,359 0 06 Jun 2019
Kernel Instrumental Variable Regression Rahul Singh M. Sahani Arthur Gretton 97 174 0 01 Jun 2019
Deep Generalized Method of Moments for Instrumental Variable Analysis Andrew Bennett Nathan Kallus Tobias Schnabel 64 128 0 29 May 2019
Pyro: Deep Universal Probabilistic Programming Eli Bingham Jonathan P. Chen M. Jankowiak F. Obermeyer Neeraj Pradhan Theofanis Karaletsos Rohit Singh Paul A. Szerlip Paul Horsfall Noah D. Goodman BDL GP 157 1,057 0 18 Oct 2018
Causal Effect Inference with Deep Latent-Variable Models Christos Louizos Uri Shalit Joris Mooij David Sontag R. Zemel Max Welling CML BDL 209 747 0 24 May 2017
Generalized Random Forests Susan Athey J. Tibshirani Stefan Wager 325 1,365 0 05 Oct 2016