Extending Gaussian processes to efficiently work with these representations is nontrivial, but recent work, under the name GAUCHE , has provided the cheminformatics community with bespoke kernels designed to deal with these challenges. In this paper, we will specifically make use of the Tanimoto kernel provided by GAUCHE, which is defined as