NODAGs-Flow: Nonlinear Cyclic Causal Structure Learning

This repository contains an implementation of the following paper:

[1] Sethuraman MG., Lopez R., Mohan R., Fekri F., Biancalani T., and Hütter JC. (2023). NODAGS-Flow: Nonlinear Cyclic Causal Structure Learning. AISTATS'23

Installation

In order to install the code, clone the repository via the following command

git clone https://github.com/Genentech/nodags-flows.git

Make sure that either miniconda or anaconda is installed. Additionally, the following packages are needed.

Name		Name	Last commit message	Last commit date
Latest commit History 4 Commits
.ipynb_checkpoints		.ipynb_checkpoints
.vscode		.vscode
baselines		baselines
datagen		datagen
models		models
notebooks		notebooks
perturb_cite_seq		perturb_cite_seq
validation		validation
.gitignore		.gitignore
LICENSE.md		LICENSE.md
README.md		README.md
hyperparam_tuning.py		hyperparam_tuning.py
utils.py		utils.py