Latent space mapping for interpretable molecular coordinates from nanopore signals

A contrastive encoder trained on simulated signals maps DNA barcode signals into an interpretable molecular coordinate system. The method enables molecule identification with a single pass, reducing computational cost by three orders of magnitude and allowing data pooling across devices while remaining invariant to acquisition conditions.