Table 4. Comparison of astroparticle physics and astronuclear physics from a computational perspective

Category Astroparticle physics Astronuclear physics
Primary targets Neutrinos, dark matter, cosmic rays, gravitational waves Extreme nuclear matter, nuclear reactions, neutron stars, supernova nuclei
Dominant theory Quantum field theory, Standard Model and beyond Standard Model Nuclear forces (EFT), many-body nuclear structure
Computational nature Large-scale statistical simulations, event-based MC, ML High-precision many-body calculations, matrix and lattice methods
Parallel characteristics Event/sample independence → strong embarrassingly parallel scaling Strong inter-particle coupling → communication-intensive scaling