A common practice in drug discovery is to identify a chemical scaffold that is known to bind to a target or class of targets and use it as a starting point for chemical design and optimization. In the following experiment, we evaluate our method on scaffold constrained molecule optimization, that is generation of molecules that contain a given substructure and have improved drug-like properties.