High Dimensional Causal Inference with Variational Backdoor Adjustment

High Dimensional Causal Inference with Variational Backdoor Adjustment

9 October 2023

Guy Van den Broeck

Papers citing "High Dimensional Causal Inference with Variational Backdoor Adjustment"

13 / 13 papers shown

Title
A Neural Mean Embedding Approach for Back-door and Front-door Adjustment Liyuan Xu Arthur Gretton CML BDL 42 8 0 12 Oct 2022
MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification Jiancheng Yang Rui Shi D. Wei Zequan Liu Lin Zhao B. Ke Hanspeter Pfister Bingbing Ni VLM 290 697 0 27 Oct 2021
Interpolating between sampling and variational inference with infinite stochastic mixtures Richard D. Lange Ari S. Benjamin Ralf M. Haefner Xaq Pitkow 29 7 0 18 Oct 2021
A Critical Look at the Consistency of Causal Estimation With Deep Latent Variable Models Severi Rissanen Pekka Marttinen CML 147 28 0 12 Feb 2021
Intact-VAE: Estimating Treatment Effects under Unobserved Confounding Pengzhou (Abel) Wu Kenji Fukumizu CML 49 13 0 17 Jan 2021
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 380 10,591 0 17 Feb 2020
Treatment effect estimation with disentangled latent factors Weijia Zhang Lin Liu Jiuyong Li CML 43 89 0 29 Jan 2020
Variational Autoencoders and Nonlinear ICA: A Unifying Framework Ilyes Khemakhem Diederik P. Kingma Ricardo Pio Monti Aapo Hyvarinen OOD 68 594 0 10 Jul 2019
Adapting Neural Networks for the Estimation of Treatment Effects Claudia Shi David M. Blei Victor Veitch CML 145 374 0 05 Jun 2019
Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations Francesco Locatello Stefan Bauer Mario Lucic Gunnar Rätsch Sylvain Gelly Bernhard Schölkopf Olivier Bachem OOD 115 1,466 0 29 Nov 2018
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models Will Grathwohl Ricky T. Q. Chen J. Bettencourt Ilya Sutskever David Duvenaud DRL 134 873 0 02 Oct 2018
Categorical Reparameterization with Gumbel-Softmax Eric Jang S. Gu Ben Poole BDL 305 5,364 0 03 Nov 2016
Variational Inference with Normalizing Flows Danilo Jimenez Rezende S. Mohamed DRL BDL 308 4,175 0 21 May 2015