Search Results for author: Homer Durand

Found 3 papers, 2 papers with code

Recovering Latent Confounders from High-dimensional Proxy Variables

1 code implementation21 Mar 2024 Nathan Mankovich, Homer Durand, Emiliano Diaz, Gherardo Varando, Gustau Camps-Valls

Detecting latent confounders from proxy variables is an essential problem in causal effect estimation.

Improving generalisation via anchor multivariate analysis

no code implementations4 Mar 2024 Homer Durand, Gherardo Varando, Nathan Mankovich, Gustau Camps-Valls

We introduce a causal regularisation extension to anchor regression (AR) for improved out-of-distribution (OOD) generalisation.

Causal Inference

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