The origin of many quantum-material phenomena is intimately related to the presence flat electronic bands. In quantum simulation, such bands have been realized through line-graph lattices, a class lattices known exhibit Based on that work, we conduct high-throughput screening for among crystalline structures Materials Flatband Database and report new candidates materials lattice models. particu...