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Variational autoencoders understand knot topology

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Supervised machine learning methods are emerging as valid alternatives to standard mathematical methods for identifying knots in long, collapsed polymers. Here, we introduce a hybrid supervised/unsupervised machine learning approach for knot classification bas... ...