With formulations design, we are constrained to generating hundreds, not thousands, of samples, even with state-of-the-art lab facilities, and so we developed a more chemically meaningful featurisation based on the surfactant functional groups, as shown in Figure . This was hypothesised to improve model performance and explainability, as illustrated in the