During some of the initial steps we included 3D descriptors as well as commercial descriptors. Since their use did decrease RMSE of developed models, we switched only to those available in the openOCHEM in order to make the final model publicly available. Development of the openOCHEM platform itself as well as implementation of the KGCNN methods were another significant part of the challenge efforts.