The residual active molecules were utilized to generate decoys at an imbalanced ratio of 1:50, or 2% (1 active to 50 decoys) . This approach was designed to closely emulate the screening process in a real-world setting. The generated decoys were subsequently amalgamated with the active molecules to establish a validation set, which was instrumental in evaluating the performance of the model.