Deep Proxy Causal Learning and its Application to Confounded Bandit Policy Evaluation

7 June 2021

Papers citing "Deep Proxy Causal Learning and its Application to Confounded Bandit Policy Evaluation"

9 / 9 papers shown

Title
Spectral Representation for Causal Estimation with Hidden Confounders Zhaolin Ren Haotian Sun Antoine Moulin Arthur Gretton Bo Dai CML 75 1 0 15 Jul 2024
Long-term Causal Inference Under Persistent Confounding via Data Combination Guido Imbens Nathan Kallus Xiaojie Mao Yuhao Wang CML 72 47 0 15 Feb 2022
Learning Deep Features in Instrumental Variable Regression Liyuan Xu Yutian Chen Siddarth Srinivasan Nando de Freitas Arnaud Doucet Arthur Gretton CML OOD 61 70 0 14 Oct 2020
Optimizing Millions of Hyperparameters by Implicit Differentiation Jonathan Lorraine Paul Vicol David Duvenaud DD 104 414 0 06 Nov 2019
Kernel Instrumental Variable Regression Rahul Singh M. Sahani Arthur Gretton 78 173 0 01 Jun 2019
Deep Generalized Method of Moments for Instrumental Variable Analysis Andrew Bennett Nathan Kallus Tobias Schnabel 57 128 0 29 May 2019
Causal Effect Inference with Deep Latent-Variable Models Christos Louizos Uri Shalit Joris Mooij David Sontag R. Zemel Max Welling CML BDL 175 742 0 24 May 2017
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 271 729 0 12 May 2016
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 414 16,947 0 20 Dec 2013