Researchers have introduced EDG-PPIS, an equivariant and dual-scale graph network framework designed to improve prediction accuracy of protein–protein interaction sites. This advancement in computational biology enhances understanding of molecular interactions fundamental to cellular processes and disease mechanisms. Such predictive capability supports drug discovery and targeted therapy development by elucidating complex protein interaction networks.