Although the development of MLPs for TMCs faces multiple obstacles, significant progress has been achieved with the continuous advancement of cheminformatics. One aspect of the contribution of cheminformatics is attributed to the development of descriptors. Descriptors play a crucial role in data-driven research in chemistry. First, they can reduce the complex dimensionality of data by compressing chemical structures into a tractable string, vector or matrix.