arranger1044 / probabilistic-circuits
A curated collection of papers on probabilistic circuits, computational graphs encoding tractable probability distributions.
☆49Updated last year
Alternatives and similar repositories for probabilistic-circuits:
Users that are interested in probabilistic-circuits are comparing it to the libraries listed below
- ☆52Updated last year
- Generative Forests in Python☆34Updated last year
- Implementation of Bayesian Sum-Product Networks☆13Updated 4 years ago
- A collection of commonly used datasets as benchmarks for density estimation in MaLe☆19Updated 5 years ago
- Probabilistic Circuits from the Juice library☆106Updated 9 months ago
- Code for UAI'19: Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning☆37Updated 4 years ago
- PyTorch implementation for "Probabilistic Circuits for Variational Inference in Discrete Graphical Models", NeurIPS 2020☆17Updated 3 years ago
- Probabilistic programming system for fast and exact symbolic inference☆79Updated 8 months ago
- Loopy belief propagation for factor graphs on discrete variables, in JAX!☆65Updated 5 months ago
- ☆15Updated 6 years ago
- Codebase for VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming☆20Updated last year
- Code in support of the paper Continuous Mixtures of Tractable Probabilistic Models☆12Updated 5 months ago
- Library for learning and inference with Sum-product Networks utilizing TensorFlow 2.x and Keras☆48Updated 3 years ago
- Logistic Circuits☆35Updated 5 years ago
- A Python Library for Deep Probabilistic Modeling☆60Updated 4 months ago
- A collection of commonly used datasets as benchmarks for density estimation☆24Updated 5 years ago
- Python package for Sentential Decision Diagrams (SDD)☆55Updated last month
- Modelling epidemiological dynamics and performing inference in these models☆27Updated 3 years ago
- Library for Bayesian Neural Networks in PyTorch (first version as published in ProbProg2020)☆42Updated 3 years ago
- ☆80Updated 3 years ago
- Sum-Product Network learning routines in python☆27Updated 9 years ago
- Counterexample-Guided Learning of Monotonic Networks☆18Updated 2 years ago
- ☆18Updated 3 years ago
- Mixed Sum-Product Networks: A Deep Architecture for Hybrid Domains☆16Updated 6 years ago
- ☆19Updated 2 years ago
- The Python PSDD Package☆16Updated 6 months ago
- Scalable training and inference for Probabilistic Circuits☆56Updated last month
- Library for learning and inference with Sum-product Networks☆23Updated 5 years ago
- Python implementation of Bayesian Program Learning tools (with PyTorch)☆71Updated 2 years ago