danmackinlay / GEnBP

Gaussian Ensemble Belief Propagation

Gaussian Ensemble Belief Propagation

experiments from the paper are generated by the notebooks whose names start with mp_.

Development was supported by the CSIRO MLAI Future Science Platform.

This is academic prototype code. It is not production-ready. Pull requests welcome.

Install dependencies

Now, install the requirements. Local desktop:

python3 -m venv --prompt probop ./venv
source ./venv/bin/activate  # linux or macos, bash-like
pip install -r requirements.txt
python -m ipykernel install --user --name=probop  # for jupyter

Further reading

• The paper [2402.08193] Gaussian Ensemble Belief Propagation for Efficient Inference in High-Dimensional Systems

• Joe Ortiz’ GaBP implementations

  • Gaussian Belief Propagation Library in torch