sum-product-networks
There are 29 repositories under sum-product-networks topic.
SPFlow/SPFlow
Sum Product Flow: An Easy and Extensible Library for Sum-Product Networks
arranger1044/awesome-spn
A structured list of resources about Sum-Product Networks (SPNs)
DataManagementLab/deepdb-public
Implementation of DeepDB: Learn from Data, not from Queries!
probsys/sppl
Probabilistic programming system for fast and exact symbolic inference
deeprob-org/deeprob-kit
A Python Library for Deep Probabilistic Modeling
trappmartin/SumProductNetworks.jl
Sum-product networks in Julia.
arranger1044/spyn
Sum-Product Network learning routines in python
braun-steven/simple-einet
An implementation of EinsumNetworks in PyTorch.
eugene/spngp
:high_brightness: A Python implementation of a sum-product network with gaussian processes leafs model (SPNGP, arXiv:1809.04400) :page_with_curl:
ermongroup/SPN_Variational_Inference
PyTorch implementation for "Probabilistic Circuits for Variational Inference in Discrete Graphical Models", NeurIPS 2020
ermongroup/HyperSPN
PyTorch implementation for "HyperSPNs: Compact and Expressive Probabilistic Circuits", NeurIPS 2021
anicolson/SPN-ASI
Sum-Product Networks (SPNs) for Robust Automatic Speaker Identification.
trappmartin/DeepStructuredMixtures
Code for Deep Structured Mixtures of Gaussian Processes (DSMGPs)
trappmartin/AdvancedProbabilisticCircuits.jl
Probabilistic Circuits in Julia
arranger1044/spae
Code and supplemental material for "Sum-Product Autoencoding: Encoding and Decoding Representations using Sum-Product Networks"
cvoelcker/DeepNotebooks
DeepNotebooks is an automated statistical analysis tool build on top of SPNs. They are currently being developed by Claas Völcker at the ML group at TU Darmstadt.
trappmartin/SSLSPN_UAI2017
Safe Semi-Supervised Learning of Sum-Product Networks
trappmartin/SumProductNetworksSlides
Barebone slides introducing sum-product networks.
braun-steven/EinsumNetworks
Personal fork of the official EinsumNetworks implementation with a few enhancements.
aicenter/SumProductSet.jl
Sum-Product-Set Networks: Deep Tractable Models for Tree-Structured Graphs
RenatoGeh/godrive
GoDrive is an application of autonomous driving through image classification using sum-product networks.
trappmartin/TPM2019
Optimisation of Overparametrized Sum-Product Networks
amitparag/Generative-Modelling-of-Structure-Formation
Tractable Machine Learning in Cosmological Structure Formation.
mlnpapez/GraphSPN
GraphSPNs: Sum-Product Networks Benefit From Canonical Orderings
AlexPasqua/Sum-Product-Networks
Survey and presentation about Sum-Product Networks (SPNs)
giordano-lucas/vehuge
The first Scala-based library for Sum-Product Networks
minimum-LaytonC/spn_mnist
replication of this paper: https://www.nrl.navy.mil/itd/aic/content/evaluation-sum-product-networks-image-classification-tasks
Spacebody/SPN-and-Image-Completion
(Reproduction)Sum-product network implementation and its application to image completion.
tmadeira/spnbn
Simple implementation (in Go) of algorithm to convert SPNs into BNs with ADDs.