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Colored Jones polynomials and the volume conjecture

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I explain that correlations among the topological invariants of knots can be machine learned. The volume conjecture, which relates quantum and classical knot invariants, supplies a case study for opening up the black box, identifying salient features in a dataset, and using this to deduce how the machine learns. I detail the construction of colored Jones polynomials in the adjoint representation of SU(2) and apply neural networks on this dataset to predict the volume of the knot complement of hyperbolic knots. Based on these experiments, I propose an improved statement of the volume conjecture.

Venue: The Computer Laboratory, FW26

Zoom:

https://cl-cam-ac-uk.zoom.us/j/6590822098?pwd=VTBuUXRXN29qMDF4TGpaaEhFaytQQT09 Meeting ID: 659 082 2098 Passcode: 1dYRka

This talk is part of the Mathematics and Computation series.

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