RAFEN - Regularized Alignment Framework for Embeddings of Nodes

This is the official code for the article "Regularized Alignment Framework for Embeddings of Nodes" (Kamil Tagowski, Piotr Bielak, Jakub Binkowski, Tomasz Kajdanowicz). The paper is currently under review.

Code information

The implementation of experiments is based on FILDNE and Embeddings Alignment

Arxiv: [LINK]

Installation

All experiments were performed using Python 3.9, and for GPU computations, we used CUDA 11.3. To install dependencies, use poetry

poetry install

Reproducibility

We employ DVC pipelines for reproducible experiments. All scripts and configurations are in the experiments/ folder. The pipeline definition can be found in the dvc.yaml file. We share source graphs via google drive (same output as via /data/raw/real.dvc stage) [LINK]. After downloading source graphs and putting them in the data/raw/real/ directory, experiments can be easily reproducible via the dvc repro command.

Contact

Due to the size of experiments 3 TB+, we do not publicly share DVC outputs. However, in case of any needed data and help, do not hesitate to contact us:

• Kamil kamil [dot] tagowski [at] pwr [dot] edu [dot] pl.
  (Replace the [dot]s and [at]s with proper punctuation)

Citation

TBD