The atoms in the 2D molecular graph are explicitly connected by chemical bonds and we define M 2D = (V, E), where |V| = N refers to a set of N atoms and |E| = K refers to a set of K bonds in the M 2D . Firstly, we obtain the initial atom pair embedding T 0 ij through a pairing function P :