In practice, screening of molecules with desired properties is usually based on the similarity property principle (SPP), which assumes that similar molecules (close to each other in chemical space) show similar properties. However, it is not uncommon for pairs of similar molecules to violate the SPP principle and such violations are referred to as activity/property cliffs (APCs).