Lattice models are mathematical frameworks used to study various physical systems by discretizing space into a grid-like structure, allowing for the analysis of complex phenomena such as phase transitions and critical behavior. They are widely used in statistical mechanics, quantum field theory, and financial mathematics to provide insights into the behavior of systems under different conditions.