So, the 0 th order replicate of the oxygen atom is just the gross average of all oxygen embedding vectors in the set and does not contain any functional group representation. Following this, at the first order perturbation, the replicates are updated using the embeddings corresponding to their direct neighborhood. This process is repeated for all the atoms in the molecule, and generally for any atom-embedding, the first perturbation is given by