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Gyanateet Dutta
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2022Vision

Hopfield Networks & TSP

I wrote this because I wanted to see whether a Hopfield network, with a little annealing, could shorten a tour. The note is “Solving The Travelling Salesmen Problem using HNN and HNN-SA algorithms” (arXiv:2202.13746), from February 2022.

Eleven ink dots on warm paper joined by a tangled closed path, which untangles step by step into a short loop through every dot.
Fig. 1A tangled tour through eleven dots shortens, one swap at a time, into the shortest loop. The tour is computed by a 2-opt search over these eleven points, not by the paper’s Hopfield network. The final loop is the optimal tour for them.
Scope

Student experiments on selected TSP instances. Unreviewed preprint.

Stack
Hopfield Networks, Optimisation, TSP, Published
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Paper

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