Telyatnikov, L., Bernardez, G., Montagna, M., Vasylenko, P., Zamzmi, G., Hajij, M., Schaub, M., Miolane, N., Scardapane, S., Papamarkou, T.
Abstract
This work introduces TopoBenchmarkX, a modular open-source library designed to standardize benchmarking and accelerate research in Topological Deep Learning (TDL). TopoBenchmarkX maps the TDL pipeline into a sequence of independent and modular components for data loading and processing, as well as model training, optimization, and evaluation. This modular organization provides flexibility for modifications and facilitates the adaptation and optimization of various TDL pipelines. A key feature of TopoBenchmarkX is that it allows for the transformation and lifting between topological domains. This enables, for example, to obtain richer data representations and more fine-grained analyses by mapping the topology and features of a graph to higher-order topological domains such as simplicial and cell complexes. The range of applicability of TopoBenchmarkX is demonstrated by benchmarking several TDL architectures for various tasks and datasets.
Citation
Telyatnikov, L., Bernardez, G., Montagna, M., Vasylenko, P., Zamzmi, G., Hajij, M., Schaub, M., Miolane, N., Scardapane, S., Papamarkou, T. (2024) TopoBenchmarkX: A Framework for Benchmarking Topological Deep Learning. NeurIPS
BibTeX
@misc{telyatnikov2025topobenchframeworkbenchmarkingtopological, title={TopoBench: A Framework for Benchmarking Topological Deep Learning}, author={Lev Telyatnikov and Guillermo Bernardez and Marco Montagna and Mustafa Hajij and Martin Carrasco and Pavlo Vasylenko and Mathilde Papillon and Ghada Zamzmi and Michael T. Schaub and Jonas Verhellen and Pavel Snopov and Bertran Miquel-Oliver and Manel Gil-Sorribes and Alexis Molina and Victor Guallar and Theodore Long and Julian Suk and Patryk Rygiel and Alexander Nikitin and Giordan Escalona and Michael Banf and Dominik Filipiak and Max Schattauer and Liliya Imasheva and Alvaro Martinez and Halley Fritze and Marissa Masden and Valentina Sánchez and Manuel Lecha and Andrea Cavallo and Claudio Battiloro and Matt Piekenbrock and Mauricio Tec and George Dasoulas and Nina Miolane and Simone Scardapane and Theodore Papamarkou}, year={2025}, eprint={2406.06642}, url={https://arxiv.org/abs/2406.06642} }
