Architectures of Topological Deep Learning: A Survey on Topological Neural Networks

Transactions of Pattern Analysis and Machine Intelligence

Papillon, S., Sanborn, S., Hajij, M., Miolane, N.

Topological Neural Networks (TNNs) extend deep learning to signals on topological domains, enabling the representation of complex systems like proteins and neural activity. This review provides a unified mathematical introduction to TNNs and their latest advancements.

A figure summarizing the landscape of topological neural network architectures on hypergraphs, simplicial, cellular, & combinatorial complexes in a unified graphical notation.

Publication Year

Thu, 04/20/2023 - 12:00