Search Results for author: Jessica Craven

Found 2 papers, 1 papers with code

Learning knot invariants across dimensions

1 code implementation30 Nov 2021 Jessica Craven, Mark Hughes, Vishnu Jejjala, Arjun Kar

We find that a two-layer feed-forward neural network can predict $s$ from $\text{Kh}(q,-q^{-4})$ with greater than $99\%$ accuracy.

Unity

Disentangling a Deep Learned Volume Formula

no code implementations7 Dec 2020 Jessica Craven, Vishnu Jejjala, Arjun Kar

We present a simple phenomenological formula which approximates the hyperbolic volume of a knot using only a single evaluation of its Jones polynomial at a root of unity.

Unity

Cannot find the paper you are looking for? You can Submit a new open access paper.