3 papers
cs.LG2026
Multi-modal transformer for signal classification in nanopore blockade experiments
Sandro Kuppel, Julian HoÃbach, Samuel Tovey +1
Nanopore devices have emerged as powerful tools for single-molecule sensing, with potential for rapid, portable diagnostics. They detect changes in ionic current as analytes enter…
physics.ins-det2026
Latent space mapping of interpretable structural coordinates from stochastic single-molecule signals
Matteo Cartiglia, Sandro Kuppel, Wouter Botermans Wannes Peeters +7
Nanopores are versatile single-molecular sensors, but their utility is fundamentally constrained by stochastic translocation dynamics warping any encoded information. We resolve it…
cs.LG2025
Deep Learning-Driven Peptide Classification in Biological Nanopores
Samuel Tovey, Julian HoÃbach, Sandro Kuppel +3
A device capable of performing real time classification of proteins in a clinical setting would allow for inexpensive and rapid disease diagnosis. One such candidate for this techn…