Citing Compresso

If you use Compresso in academic work, please consider citing the framework and the papers corresponding to the methods used in your research.

Compresso

For the Compresso sparse-representation framework, cite the project:

@misc{compresso,
  title  = {Compresso: A PyTorch Framework for Sparse Representation Learning},
  author = {Van{\v{c}}ura, Vojt{\v{e}}ch and Giacomo Medda and Spi{\v{s}}{\'a}k, Martin and Ladislav Pe{\v{s}}ka},
  year   = {2026},
  url    = {https://github.com/zombak79/compresso}
}

Sparse embedding compression and TopKSAETrainer

compresso.TopKSAETrainer builds on the sparse embedding compression method described in:

@inproceedings{kasalicky2025future,
  title={The Future is Sparse: Embedding Compression for Scalable Retrieval in Recommender Systems},
  author={Kasalick{\`y}, Petr and Spi{\v{s}}{\'a}k, Martin and Van{\v{c}}ura, Vojt{\v{e}}ch and Bohun{\v{e}}k, Daniel and Alves, Rodrigo and Kord{\'\i}k, Pavel},
  booktitle={Proceedings of the Nineteenth ACM Conference on Recommender Systems},
  pages={1099--1103},
  year={2025}
}