Articles

Papers, scientific notebooks, and research visuals — biology, biophysics, and engineering.

• Predicting LNP Encapsulation Efficiency from Formulation Parameters — 2026-04-09

  An open dataset, an XGBoost baseline, and a physics-informed neural network for predicting lipid nanoparticle encapsulation efficiency from formulation parameters — with an honest look at why cross-paper generalization is hard.