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Graph Structure Learning;
4 repositories

DAGs with NO TEARS: Continuous Optimization for Structure Learning

Python 667 137 Updated May 17, 2024
Python 320 69 Updated Dec 20, 2021

A graph neural network tailored to directed acyclic graphs that outperforms conventional GNNs by leveraging the partial order as strong inductive bias besides other suitable architectural features.

Python 138 29 Updated Apr 24, 2024

A Python 3 package for learning Bayesian Networks (DAGs) from data. Official implementation of the paper "DAGMA: Learning DAGs via M-matrices and a Log-Determinant Acyclicity Characterization"

Python 140 25 Updated Jan 14, 2024