Machine learning can both classify and generate knotted polymer conformations, with a Transformer recognizer that generalizes across chain lengths and a diffusion generator conditioned on knot type.
Simplification of dna topology below equilibrium values by type ii topoisomerases
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Recognizing and generating knotted molecular structures by machine learning
Machine learning can both classify and generate knotted polymer conformations, with a Transformer recognizer that generalizes across chain lengths and a diffusion generator conditioned on knot type.