Mathilde Papillon
Mathilde Papillon

@mathildepapillo

6 Tweets 8 reads Apr 25, 2023
Topological Deep Learning is an immensely powerful and fast emerging field. Our new literature review arxiv.org is out and here’s why I’m very excited about it🧵1/5
⭐️It offers a short, accessible, and self-contained introduction to the field, with an eye towards comparing to the well known graph domain 2/5
🎨It breaks down Topological Neural Networks in an intuitive and visual way (you only need 4 equations and the rest is pretty pictures!) 3/5
🔍For those who DO want to look at equations, it rewrites all models under one (and only one!) unified mathematical notation at github.com 4/5
❤️Big thank you to my co-authors @naturecomputes @HajijMustafa @ninamiolane and the community members who helped review! 5/5
🦒🐘 Our review highlights the zoo of topological NNs out there, as displayed in my fav figure😍Endless possibilities! To replicate any of these (or make your own), check out TopoModelX github.com, a growing package for building trainable models on topo domains. 6/5

Loading suggestions...