In the previous sections the performance of VQGAE to capture structural features was studied. However, the combination of VQGAE with the ordering network can also be used for the discovery of new chemical structures, particularly for the generation of new structures in the context of inverse QSAR. As a proof of concept, the VQGAE was used to design new antagonists of the adenosine A2A receptor.