Computational materials exploration has evolved from the study of individual systems to highthroughput screening , allowing for the systematic investigation of a wide array of molecules and materials. This shift, aided by advances in algorithms and computer hardware, has expanded the boundaries of what can be explored . However, as these search spaces grow, so does the complexity of identifying regions of interest where chemical compositions, crystal structures, and physical properties align to create materials with desirable characteristics.