physics.ins-det · 2026-06-16 · No. 25
Instrumentation and Detectors, 2026-06-16.
1 new papers in physics.ins-det. Titles, authors,
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01 — The papers
1 entries-
01
Latent space mapping of interpretable structural coordinates from stochastic single-molecule signals
Matteo Cartiglia, Sandro Kuppel, Wouter Botermans Wannes Peeters, Natan Biesmans, Liam Vandekerckhove, Eric Beamish,...
physics.ins-det · cs.LG · physics.bio-ph · physics.chem-ph · physics.data-an · q-bio.BM
Nanopores are versatile single-molecular sensors, but their utility is fundamentally constrained by stochastic translocation dynamics warping any encoded information. We resolve it by shifting from time-domain analysis to a learned latent-space mapping via a contrastive encoder trained exclusively on simulated signals from a physics-informed model. This encoder maps solid-state nanopore signals of engineered DNA barcodes into an interpretable...
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