EDRep
Efficient distributed representations with linear-time SoftMax normalization
Lorenzo Dall’Amico, Enrico Maria Belliardo

Welcome!

This is the documentation of the EDRep Python package. The code described here is associated with this paper.

Installation

You can install the EDRep package with pip running the following command from the terminal.

pip install git+https://github.com/lorenzodallamico/EDRep.git

We also shared an Anaconda environment in which all codes were run and tested. You can create it by running the following commands in the terminal

conda env create -f EDRep_env.yml
conda activate EDRep

Content

In the following pages we describe the main features implemented in this package and provide some use examples.

• 1. Estimation of the SoftMax normalization constant
• 2. Using EDRep
• 3. Use case: node embeddings

Citation

If you make use of these codes, please use the following citation:

@article{
dall'amico2025learning,
title={Learning distributed representations with efficient SoftMax normalization},
author={Lorenzo Dall'Amico and Enrico Maria Belliardo},
journal={Transactions on Machine Learning Research},
issn={2835-8856},
year={2025},
url={https://openreview.net/forum?id=9M4NKMZOPu},
note={}
}