Foam wall structures and methods for making them are described. The wall structures include a frame, a mesh mechanically fastened to a front surface of the frame, a foam panel at least partially abutting and overlying the mesh, and a foam layer disposed in a cavity defined by the frame, the mesh, and the foam panel. Buildings that include such wall structures are also described.