Updated 10 months ago

pycid • Rank 11.0 • Science 67%

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

Updated 10 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 10 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 10 months ago

causalegm • Rank 11.3 • Science 54%

A General Causal Inference Framework by Encoding Generative Modeling

Updated 10 months ago

pyphi • Rank 14.7 • Science 49%

A toolbox for integrated information theory.

Updated 10 months ago

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

A Python package for modular causal inference analysis and model evaluations

Updated 10 months ago

msapy • Rank 7.9 • Science 49%

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

Updated 10 months ago

pywhy-graphs • Rank 11.6 • Science 44%

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

Updated 10 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 10 months ago

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

Finding the causality in biological pathways

Updated 10 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 10 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 10 months ago

RecursiveCausalDiscovery • Science 54%

Recursive causal discovery with Julia

Updated 10 months ago

DPI • Science 39%

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

Updated 10 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 10 months ago

unicorn • Science 67%

A Framework for Reasoning about System Performance using Causal AI

Updated 10 months ago

senseweight • Science 39%

Tools for sensitivity analysis for weighted estimators

Updated 10 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 10 months ago

dodiscover • Science 44%

[Experimental] Global causal discovery algorithms

Updated 10 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.