Here, q l ij denotes the pairwise representation at layer l, while Q l,h i and K l,h j represent the query and key embeddings of atoms i and j in the multi-head attention mechanism, respectively. The term d corresponds to the hidden representation dimension, and H denotes the number of attention heads.