Illuminating new and known relations between knot invariants

We automate the process of machine learning correlations between knot invariants. For nearly 200 000 distinct sets of input knot invariants together with an output invariant, we attempt to learn the output invariant by training a neural network on the input invariants. Correlation between invariants...

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Bibliographic Details
Published in:Machine Learning: Science and Technology
Main Authors: Jessica Craven, Mark Hughes, Vishnu Jejjala, Arjun Kar
Format: Article
Language:English
Published: IOP Publishing 2024-01-01
Subjects:
knots
knot invariants
machine learning
neural networks
Online Access:https://doi.org/10.1088/2632-2153/ad95d9

Internet

https://doi.org/10.1088/2632-2153/ad95d9

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