Geometric deep learning approach to knot theory

Code

• github.com/lennartjaretzki/geometricdeeplearningknotdata
  OfficialIn paperpytorch★ 7

Abstract

In this paper, we introduce a novel way to use geometric deep learning for knot data by constructing a functor that takes knots to graphs and using graph neural networks. We will attempt to predict several knot invariants with this approach. This approach demonstrates high generalization capabilities.

Tasks

Reproductions