The motivation behind this research stems from the pressing need to accelerate the discovery of protein-protein interactions. A precise understanding of PPIs can guide biologists and researchers in deciphering complex cellular processes, such as disease pathways, immune responses, and gene regulation. Additionally, accurate PPI predictions hold immense potential in drug discovery, as they enable the identification of novel drug targets and the design of therapeutics tailored to specific protein interactions.