Search Results for author: Colin Hanley

Found 2 papers, 1 papers with code

Causality Learning With Wasserstein Generative Adversarial Networks

no code implementations3 Jun 2022 Hristo Petkov, Colin Hanley, Feng Dong

Recently, the problem has been formulated into a continuous optimization framework with an acyclicity constraint to learn Directed Acyclic Graphs (DAGs).

DAG-WGAN: Causal Structure Learning With Wasserstein Generative Adversarial Networks

1 code implementation1 Apr 2022 Hristo Petkov, Colin Hanley, Feng Dong

Recently, the problem has been formulated into a continuous optimization framework with an acyclicity constraint, allowing for the exploration of deep generative models to better capture data sample distributions and support the discovery of Directed Acyclic Graphs (DAGs) that faithfully represent the underlying data distribution.

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