Causal Dynamic Variational Autoencoder for Counterfactual Regression in Longitudinal Data

Mouad El Bouchattaoui, Myriam Tami, BENOIT LEPETIT, Paul-Henry Cournède

Action editor: Amit Sharma

https://openreview.net/forum?id=atf9q49DeF

#unobserved #autoencoder #confounders

Identification of Average Outcome under Interventions in Confounded Additive Noise Models

Muhammad Qasim Elahi, Mahsa Ghasemi, Murat Kocaoglu

Action editor: Arash Mehrjou

https://openreview.net/forum?id=y5YnHzLf1d

#confounders #confounder #interventions

Deep Autoregressive Models as Causal Inference Engines

Daniel Jiwoong Im, Kevin Zhang, Nakul Verma, Kyunghyun Cho

Action editor: Mingming Gong

https://openreview.net/forum?id=uuREHPf2ll

#causal #inference #confounders

Counterfactual Fairness on Graphs: Augmentations, Hidden Confounders, and Identifiability

Hongyi Ling, Zhimeng Jiang, Na Zou, Shuiwang Ji

Action editor: Mingming Gong

https://openreview.net/forum?id=hJHf7PCuVt

#confounders #counterfactual #causal

Towards Backwards-Compatible Data with Confounded Domain Adaptation

Calvin McCarter

Action editor: Rémi Flamary

https://openreview.net/forum?id=GSp2WC7q0r

#confounders #adaptation #adapted

JC: Is ED intubation really associated with a higher mortality as compared to OR intubation?

ED intubation for patients needing urgent haemorrhage control surgery is linked to higher mortality and complications, but - #confounders!

#FOAMed...

We need knowledge to gain knowledge.

The reason why junior clinicians have difficulty analysing a #journalarticle is because they have insufficient appreciation of the #basicscience #clnicalcontext & #confounders that influence a paper's results. #EBM #MedEd

I spend my day watching residents apply good evidence based research to the wrong patient. #dasSMACC #EBM #confounders