← All researchPublication · Topological deep learning

TopoBench: A Framework for Benchmarking Topological Deep Learning

Michael BanfTelyatnikov et al.
August 2025 · Journal of Data-centric Machine Learning Research (DMLR)

The open reference library for topological deep learning. Perelyn's curvature-guided lifting ships as part of it.

The research

Graphs squeeze information through bottlenecks. We use curvature to find a network's backbones and lift them to hyperedges, so distant parts of a graph can talk.

What it changes in practice

A company's knowledge graph has bottlenecks too. Curvature tells us where answers get squashed before they reach the person who needs them.

More in Topological deep learning

Contact

For projects, partnerships, press and open roles.

Goethestr. 68, 80336 Munich · +49 89 12137977 · contact@perelyn.com
Contact

Request a conversation. We’ll be in touch.

For projects, partnerships, press and open roles.

Topic
* Required
You are in good company:
Deutsche BahnE.ONHenkelLiebherrMarc O'PoloMunich ReREWEZEISSRocheOn