belief-propagation 开源项目推荐（108 个）

krashkov /Belief-Propagation

置信传播与循环置信传播算法的概述与实现：和积、最大积、最大和

ComputationalPsychiatry /pyhgf

PyHGF: A neural network library for predictive coding

google-deepmind /PGMax

Loopy belief propagation for factor graphs on discrete variables in JAX

JuliaRobotics /IncrementalInference.jl

Hybrid (non)-Gaussian solver for Distributed Factor Graphs, with clique recycling; and is officially supported as part of the NavAbility(TM) toolchain and Caesar.jl ecosystem.

danbar /fglib

factor graph library

balcilar /Comparison-of-Disparity-Estimation-Algorithms

Implementation of simple block matching, block matching with dynamic programming and Stereo Matching using Belief Propagation algorithm for stereo disparity estimation

thadikari /ldpc_decoders

Belief propagation with sparse matrices (scipy.sparse) in Python for LDPC codes. Includes NumPy implementation of message passing (min-sum and sum-product) and a few other decoders.

ostwalprasad /LGNpy

Linear Gaussian Bayesian Networks - Inference, Parameter Learning and Representation. 🖧

mcosovic /Belief_Propagation_DC_State_Estimation

The algorithm solves the DC state estimation problem in electric power systems using the Gaussian belief propagation over factor graphs.

mcosovic /FactorGraph.jl

The FactorGraph package provides the set of different functions to perform inference over the factor graph with continuous or discrete random variables using the belief propagation algorithm.

CarsonScott /CALM

Conditional Associative Logic Memory

stecrotti /BeliefPropagation.jl

The Belief Propagation approximation for probability distributions on sparse graphs

YairMZ /belief_propagation

Belief propagation on Tanner graphs (LDPC decoder)

GemsLab /MCbook_Individual-Collective_GraphMining

Slides and code for the Morgan Claypool book on "Individual and Collective Graph Mining: Principles, Algorithms and Applications"

QSOLKCB /QEC

Deterministic quantum error-correction labs, proof receipts, and reproducible evidence.

tlienart /EPBP

Expectation Particle Belief Propagation code

lagodiuk /java-belief-propagation

Repository contains the derivation of Belief Propagation algorithm from the ground up, as well as generic Java implementation of the Loopy Belief Propagation algorithm.

mcosovic /GBP_noisy_linear_systems

Gaussian belief propagation solver for noisy linear systems with real coefficients and variables.

gerardPlanella /QGNN

UvA Master thesis "Towards Quantum Graph Neural Networks". The research explores integrating quantum physics into Graph Neural Networks through methods like Tensor Networks to tackle computational challenges in quantum many-body systems.

VLSF /GaBP_solvers

Generalized Gaussian belief propagation solvers