Updated 6 months ago

pycid • Rank 11.0 • Science 67%

Library for graphical models of decision making, based on pgmpy and networkx

Updated 6 months ago

nl-causal-representations • Rank 6.1 • Science 67%

This is the code for the paper Jacobian-based Causal Discovery with Nonlinear ICA, demonstrating how identifiable representations (particularly, with Nonlinear ICA) can be used to extract the causal graph from an underlying structural equation model (SEM).

Updated 5 months ago

https://github.com/py-why/dowhy • Rank 24.8 • Science 46%

DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.

Updated 5 months ago

causalegm • Rank 11.3 • Science 54%

A General Causal Inference Framework by Encoding Generative Modeling

Updated 6 months ago

pyphi • Rank 14.7 • Science 49%

A toolbox for integrated information theory.

Updated 5 months ago

https://github.com/biomedsciai/causallib • Rank 16.5 • Science 46%

A Python package for modular causal inference analysis and model evaluations

Updated 6 months ago

msapy • Rank 7.9 • Science 49%

Hopefully, a compact and general-purpose Python package for Multiperturbation Shapley value Analysis (MSA).

Updated 6 months ago

pywhy-graphs • Rank 11.6 • Science 44%

[Experimental] Causal graphs that are networkx-compliant for the py-why ecosystem.

Updated 5 months ago

copent • Rank 14.4 • Science 36%

R package for estimating copula entropy (mutual information), transfer entropy (conditional mutual information), and the statistic for multivariate normality test and two-sample test

Updated 5 months ago

https://github.com/cbg-ethz/dce • Rank 13.1 • Science 36%

Finding the causality in biological pathways

Updated 5 months ago

https://github.com/alan-turing-institute/causal-cyber-defence • Rank 3.3 • Science 20%

This repository contains glue-code necessary to run dynamic Causal Bayesian optimisation within the Yawning Titan cyber-simulation environment.

Updated 5 months ago

https://github.com/asjadnaqvi/climate-econ • Rank 5.5 • Science 13%

A repository for tracking developments in the climate/environmental/ecological economics literature

Updated 5 months ago

https://github.com/berenslab/disentangling-retinal-images • Science 49%

This repository contains the code for the paper "Disentangling representations of retinal images with generative models".

Updated 6 months ago

Causality-in-Trustworthy-Machine-Learning • Science 67%

The repository contains lists of papers on causality and how relevant techniques are being used to further enhance deep learning era computer vision solutions.

Updated 6 months ago

dodiscover • Science 44%

[Experimental] Global causal discovery algorithms

Updated 5 months ago

https://github.com/ai4healthuol/causalconceptts • Science 23%

Repository for the paper 'CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models'.

Updated 6 months ago

unicorn • Science 67%

A Framework for Reasoning about System Performance using Causal AI

Updated 5 months ago

senseweight • Science 39%

Tools for sensitivity analysis for weighted estimators

Updated 6 months ago

RecursiveCausalDiscovery • Science 54%

Recursive causal discovery with Julia

Updated 5 months ago

DPI • Science 39%

🛸 The Directed Prediction Index (DPI): Quantifying Relative Endogeneity of Outcome Versus Predictor Variables.