ALMOND

This repository stores the code files for the article "ALMOND: Adaptive Latent Modeling and Optimization via Neural Networks and Langevin Diffusion".

Installation

ALMOND depends on the MXNet deep learning framework. First install a proper version of MXNet following the official documentation, for example:

pip install mxnet --user

And then enter the package directory and run

cd package
python3 setup install --user

Running Examples

The experiments directory contains the code files for all numerical experiments in the article. Simply run the Python/R files in order in each subdirectory. results contains the generated plots used by the article.

License

The almond Python package and the experiment code files are under the MIT License.