structure-learning 开源项目推荐（79 个）

erdogant /bnlearn

Python package for Causal Discovery by learning the graphical structure of Bayesian networks. Structure Learning, Parameter Learning, Inferences, Sampling methods.

kevinsbello /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"

aimclub /BAMT

基于贝叶斯网络的数据建模与分析工具库

py-why /dodiscover

[Experimental] Global causal discovery algorithms

phlippe /ENCO

Official repository of the paper "Efficient Neural Causal Discovery without Acyclicity Constraints"

probsys /AutoGP.jl

Automated Bayesian model discovery for time series data

felixleopoldo /benchpress

Scalable open-source software to run, develop, and benchmark causal discovery algorithms

larslorch /avici

Amortized Inference for Causal Structure Learning, NeurIPS 2022

aimclub /GOLEM

Graph Optimiser for Learning and Evolution of Models

larslorch /dibs

DiBS: Differentiable Bayesian Structure Learning, NeurIPS 2021

hiarindam /document-image-classification-TL-SG

Document Image Classification with Intra-Domain Transfer Learning and Stacked Generalization of Deep Convolutional Neural Networks

agadetsky /pytorch-pl-variance-reduction

[AAAI 2020 Oral] Low-variance Black-box Gradient Estimates for the Plackett-Luce Distribution

salvaRC /Graphino

Code associated with the paper "The World as a Graph: Improving El Niño Forecasting with Graph Neural Networks".

arranger1044 /spyn

Sum-Product Network learning routines in python

disco-coders /causalDisco

Causal Discovery in R

Duntrain /dagrad

dagrad is a Python package that provides an extensible, modular platform for developing and experimenting with differentiable (gradient-based) structure learning methods.

fooSynaptic /py_pcalg

Lightweight PC algorithm for causal skeleton discovery — pip + CLI + graph viz

Howardhuang98 /BNSL

Bayesian network structure learning

microsoft /ML4C

[SDM'23] ML4C: Seeing Causality Through Latent Vicinity

sfu-cl-lab /FactorBase

The source code repository for the FactorBase system