# The signature and cusp geometry of hyperbolic knots

arXiv: https://arxiv.org/abs/2111.15323 · HTML: https://mlsanity.com/paper/2111.15323/

## Key facts

- Cited by 8 papers in the map (data through 14 Oct 2026).
- Builds on 0 of its 35 references that are in the map.
- First posted on arXiv 30 Nov 2021.

## Built on by (most cited first, 8 of 8)

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- [Deep Learning and Mathematical Intuition: A Review of (Davies et al. 2021)](https://mlsanity.com/paper/2112.04324/) (2021)
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- [Totally Positive Matrices and the Highest-Order Coefficients of the Characteristic Polynomial](https://mlsanity.com/paper/2607.18148/) (2026)

## Abstract (arXiv)

We introduce a new real-valued invariant called the natural slope of a hyperbolic knot in the 3-sphere, which is defined in terms of its cusp geometry. We show that twice the knot signature and the natural slope differ by at most a constant times the hyperbolic volume divided by the cube of the injectivity radius. This inequality was discovered using machine learning to detect relationships between various knot invariants. It has applications to Dehn surgery and to 4-ball genus. We also show a refined version of the inequality where the upper bound is a linear function of the volume, and the slope is corrected by terms corresponding to short geodesics that link the knot an odd number of times.