In this study for hybrid modeling, QRSM and HOP-RSM were combined with RF, GB, and XGB models to optimize adsorption parameters and predict distribution coefficients (Kd). QRSM incorporates linear, squared, and interaction terms to model adsorption behavior. At the same time, HOP-RSM extends this framework with higher-degree polynomial terms, allowing for improved precision in capturing more intricate adsorption interactions.