Network models in epidemiology are mathematical frameworks used to represent and analyze the spread of infectious diseases through populations. Unlike traditional compartmental models, which assume homogeneous mixing, network models consider the heterogeneous structure of real-world interactions by mapping individuals as nodes and their interactions as edges in a network. This approach allows for a more realistic representation of how diseases propagate.