Data Augmentation: Pose Decoys. A concern with 3D ML protein-ligand binding affinity prediction models is the over-reliance on ligand information , which can result in models that exhibit comparable predictive capabilities irrespective of the protein structure. To mitigate this form of overfitting, one potential approach is to incorporate pose decoys into the training data .