Topic: "sum-product-networks"
SPFlow/SPFlow
Sum Product Flow: An Easy and Extensible Library for Sum-Product Networks
Language: Python - Size: 125 MB - Last synced at: 1 day ago - Pushed at: 11 days ago - Stars: 299 - Forks: 80
arranger1044/awesome-spn
A structured list of resources about Sum-Product Networks (SPNs)
Size: 186 KB - Last synced at: about 1 month ago - Pushed at: over 4 years ago - Stars: 253 - Forks: 39
DataManagementLab/deepdb-public
Implementation of DeepDB: Learn from Data, not from Queries!
Language: Python - Size: 2.84 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 83 - Forks: 25
probsys/sppl
Probabilistic programming system for fast and exact symbolic inference
Language: Python - Size: 6.22 MB - Last synced at: 27 days ago - Pushed at: 11 months ago - Stars: 79 - Forks: 9
deeprob-org/deeprob-kit
A Python Library for Deep Probabilistic Modeling
Language: Python - Size: 322 KB - Last synced at: 29 days ago - Pushed at: 8 months ago - Stars: 60 - Forks: 9
trappmartin/SumProductNetworks.jl
Sum-product networks in Julia.
Language: Julia - Size: 2.59 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 37 - Forks: 4
arranger1044/spyn
Sum-Product Network learning routines in python
Language: Python - Size: 14.7 MB - Last synced at: about 2 years ago - Pushed at: almost 10 years ago - Stars: 24 - Forks: 4
braun-steven/simple-einet
An implementation of EinsumNetworks in PyTorch.
Language: Jupyter Notebook - Size: 2.7 MB - Last synced at: about 1 month ago - Pushed at: 5 months ago - Stars: 21 - Forks: 9
ermongroup/SPN_Variational_Inference
PyTorch implementation for "Probabilistic Circuits for Variational Inference in Discrete Graphical Models", NeurIPS 2020
Language: Python - Size: 1.45 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 17 - Forks: 2
eugene/spngp
:high_brightness: A Python implementation of a sum-product network with gaussian processes leafs model (SPNGP, arXiv:1809.04400) :page_with_curl:
Language: Python - Size: 145 KB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 14 - Forks: 2
ermongroup/HyperSPN
PyTorch implementation for "HyperSPNs: Compact and Expressive Probabilistic Circuits", NeurIPS 2021
Language: Python - Size: 17.6 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 13 - Forks: 2
trappmartin/DeepStructuredMixtures
Code for Deep Structured Mixtures of Gaussian Processes (DSMGPs)
Language: Julia - Size: 50.8 KB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 11 - Forks: 5
trappmartin/AdvancedProbabilisticCircuits.jl
Probabilistic Circuits in Julia
Language: Julia - Size: 35.2 KB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 10 - Forks: 2
anicolson/SPN-ASI
Sum-Product Networks (SPNs) for Robust Automatic Speaker Identification.
Language: Python - Size: 36.9 MB - Last synced at: almost 2 years ago - Pushed at: almost 5 years ago - Stars: 10 - Forks: 2
arranger1044/spae
Code and supplemental material for "Sum-Product Autoencoding: Encoding and Decoding Representations using Sum-Product Networks"
Language: Python - Size: 87.7 MB - Last synced at: about 2 years ago - Pushed at: over 7 years ago - Stars: 8 - Forks: 1
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.
Language: Jupyter Notebook - Size: 13.8 MB - Last synced at: 2 months ago - Pushed at: over 5 years ago - Stars: 6 - Forks: 3
trappmartin/SumProductNetworksSlides
Barebone slides introducing sum-product networks.
Language: TeX - Size: 337 KB - Last synced at: 3 months ago - Pushed at: almost 5 years ago - Stars: 3 - Forks: 0
trappmartin/SSLSPN_UAI2017
Safe Semi-Supervised Learning of Sum-Product Networks
Size: 1.4 MB - Last synced at: 5 days ago - Pushed at: over 7 years ago - Stars: 3 - Forks: 0
braun-steven/EinsumNetworks Fork of cambridge-mlg/EinsumNetworks
Personal fork of the official EinsumNetworks implementation with a few enhancements.
Language: Python - Size: 156 KB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 2 - Forks: 0
mlnpapez/PGC
Probabilistic Graph Circuits: Deep Generative Models for Tractable Probabilistic Inference over Graphs
Language: Python - Size: 3.51 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0
aicenter/SumProductSet.jl
Sum-Product-Set Networks: Deep Tractable Models for Tree-Structured Graphs
Language: Julia - Size: 781 KB - Last synced at: 10 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0
trappmartin/TPM2019
Optimisation of Overparametrized Sum-Product Networks
Language: TeX - Size: 647 KB - Last synced at: 11 days ago - Pushed at: about 5 years ago - Stars: 1 - Forks: 0
RenatoGeh/godrive
GoDrive is an application of autonomous driving through image classification using sum-product networks.
Language: Go - Size: 25.4 KB - Last synced at: 3 months ago - Pushed at: about 6 years ago - Stars: 1 - Forks: 0
Epanemu/LiCE
Likely Counterfactual Explanations - a MIO-based method for CE generation, using Sum-Product Networks to ensure plausibility
Language: Jupyter Notebook - Size: 23.4 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0
mlnpapez/GraphSPN
GraphSPNs: Sum-Product Networks Benefit From Canonical Orderings
Language: Python - Size: 1.14 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0
AlexPasqua/Sum-Product-Networks
Survey and presentation about Sum-Product Networks (SPNs)
Size: 2.11 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0
giordano-lucas/vehuge
The first Scala-based library for Sum-Product Networks
Language: Scala - Size: 600 KB - Last synced at: 4 months ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0
amitparag/Generative-Modelling-of-Structure-Formation
Tractable Machine Learning in Cosmological Structure Formation.
Language: Jupyter Notebook - Size: 35.8 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0
Spacebody/SPN-and-Image-Completion
(Reproduction)Sum-product network implementation and its application to image completion.
Language: C++ - Size: 375 MB - Last synced at: 6 days ago - Pushed at: about 6 years ago - Stars: 0 - Forks: 0
minimum-LaytonC/spn_mnist
replication of this paper: https://www.nrl.navy.mil/itd/aic/content/evaluation-sum-product-networks-image-classification-tasks
Language: Python - Size: 1.18 MB - Last synced at: over 2 years ago - Pushed at: about 6 years ago - Stars: 0 - Forks: 1
tmadeira/spnbn
Simple implementation (in Go) of algorithm to convert SPNs into BNs with ADDs.
Language: Go - Size: 1.16 MB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 0
