/DAG_No_Fear

NeurIPS 2020 Spotlight Paper

Primary LanguagePythonApache License 2.0Apache-2.0

DAGs with No Fears

Overview

This is the code base for the paper:

"DAGs with No Fears: A Closer Look at Continuous Optimization for Learning Bayesian Networks." NeurIPS 2020

Paper PDF link: https://proceedings.neurips.cc/paper/2020/file/28a7602724ba16600d5ccc644c19bf18-Paper.pdf

Basic Usages

python main_efficient.py 

options:

--methods=all_l2

to call the baseline method, default value "all_l2" = NOTEAR, with L2 norm

--search=3 

to call the proposed search method, default "3"", set to 0 to turn it off.

Aknowledgement

TODO