Graph-based representations are mathematical abstractions used to model relationships between different entities. In a graph, nodes represent entities, and edges represent the relationships between these entities. These representations are highly versatile and can be used to model a wide array of systems in nanotechnology, such as molecular structures, networks of interactions, and nanoscale devices.