sum-product-networks topic

A structured list of resources about Sum-Product Networks (SPNs)

arranger1044

Sum Product Flow: An Easy and Extensible Library for Sum-Product Networks

SPFlow

Probabilistic programming system for fast and exact symbolic inference

probsys

Implementation of DeepDB: Learn from Data, not from Queries!

DataManagementLab

Sum-Product Network learning routines in python

arranger1044

Sum-product networks in Julia.

trappmartin

A Python Library for Deep Probabilistic Modeling

deeprob-org

:high_brightness: A Python implementation of a sum-product network with gaussian processes leafs model (SPNGP, arXiv:1809.04400) :page_with_curl:

eugene

PyTorch implementation for "Probabilistic Circuits for Variational Inference in Discrete Graphical Models", NeurIPS 2020

ermongroup

An implementation of EinsumNetworks in PyTorch.

braun-steven