Virial coefficients are constants in the virial expansion of the equation of state for real gases, representing how the behavior of a gas deviates from ideal gas laws. They provide crucial information about interactions between gas molecules at different densities, and the series expansion helps in understanding pressure-volume relationships under non-ideal conditions. These coefficients are essential in statistical mechanics to derive more accurate models for real gases, taking into account molecular interactions and finite size effects.