Molecular generation is highly significant for its applications in novel drug discovery, material design, and the exploration of chemical space. It enables the efficient search and identification of new drug candidates, speeding up the process of drug development . In material design, it allows for the creation of materials with tailored properties, contributing to advancements in various industries . Furthermore, molecular generation aids in the systematic exploration of chemical space, uncovering novel compounds with unique properties and expanding our understanding of molecular diversity . Overall, it has the potential to revolutionize the fields of drug discovery, material science, and chemical research for accelerating scientific innovation .