Use case 2: Comparing the attributions of models trained on a lipophilicity dataset Lipophilicity is an important parameter in medicinal chemistry, related to the pharmacokinetic properties of a drug . Therefore, it is of great interest to monitor such property in drug discovery projects. Here, we explore a set of compounds examining their lipophilicity and compare two models as for their interpretability.