Extrapolating Collisional Rate Coefficients for Molecules of Astrophysical Interest Using Neural Networks

State-to-state rate coefficients for inelastic molecular collisions are essential inputs for non-local thermodynamic equilibrium radiative transfer models, yet their computation using quantum scattering methods is prohibitive for large molecules and highly excited rotational states. We investigate t