Causal Discovery Python Packages

pgmpy

Python Toolkit for Causal and Probabilistic Reasoning

causal-learn

Causal Discovery in Python. Learning causality from data.

lingam

Python package for causal discovery based on LiNGAM.

gcastle

Trustworthy AI related projects

cdt

Package for causal inference in graphs and in the pairwise settings. Tools for graph structure recovery and dependencies are included.

dagma

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"

ylearn

YLearn, a pun of "learn why", is a python package for causal inference

copent

Estimating Copula Entropy (Mutual Information), Transfer Entropy (Conditional Mutual Information), and the statistics for multivariate normality test and two-sample test, and change point detection in Python

scmopy

scmopy: Distribution-Agnostic Structural Causal Models Optimization in Python

pytrad

Causal Discovery in Python. Learning causality from data.

avici

Amortized Inference for Causal Structure Learning, NeurIPS 2022

esa-2scm

ESA-2SCM Python Package for Causal Discovery

jax-pcmci

High-performance causal discovery using PCMCI algorithms with JAX acceleration

dagsampler

Configurable causal DAG simulator for synthetic mixed-type data and CI test benchmarks

pypcalg

A Python implementation of the PC algorithm.

pyparcs

A simulation package for causal methods

cits

Python package for CITS algorithm: Causal inference from time series data

seq2cause

seq2cause: Turns any discrete sequence of events into a causal graph using autoregressive models (LLaMA, GPT, RNN, Mamba).

pgmpy-rcr

Python Toolkit for Causal and Probabilistic Reasoning

fpcmci

A causal discovery Python package

causationentropy

Implementation of Causation Entropy from Clarkson Center for Complex Systems Science (C3S2)

culingam

CULiNGAM accelerates LiNGAM analysis on GPUs.

py-causalflow

CausalFlow: a Unified Framework for Causality in Time-Series

iscm

Standardizing Structural Causal Models, ICLR 2025