Signalling is intricately regulated by numerous molecular mechanisms involving protein-protein interactions and post-translational modifications. We build detailed mechanistic models that account for protein structure [Gerosa et. al 2020, Fröhlich et. al 2023] to learn the emergent regulatory principles for signalling.