Activity Cliffs and Machine Learning Generalization in QSAR: Why Similar Molecules Remain Difficult to Predict
Machine learning has substantially expanded the predictive capability of quantitative structure-activity relationship (QSAR) modeling, yet reliable generalization remains difficult in chemically challenging regions. Activity cliffs-pairs of highly similar molecules that exhibit large differences in biological activity-...