The Universe is being observed in different messengers, such as gamma-rays, neutrinos, cosmic rays and gravitational waves. Multi-messenger particle astrophysics is a relatively new field combining the information from these messengers to study the physics of cosmic accelerators. In this talk, I discuss theoretical concepts and future challenges of multi-messenger models.