arxivq-bio.QMcs.LG2026-07-08
Reliable mechanistic operator recovery with biologically-informed neural networks: principles for architecture and optimisation design
Rebecca M. Crossley, Yuan Yin, Sarah L. Waters, Ruth E. Baker
Many biological processes are governed by complex dynamical mechanisms that remain incompletely understood despite increasing volumes of experimental data. Biologically-informed neural networks (BINNs) seek to address this challenge by embedding mechanistic differential equations…