Protein-protein interactions (PPIs) play a fundamental role in the functioning of biological systems. These interactions govern cellular processes, signal transduction, and the regulation of various biological functions. Understanding PPIs is crucial for unraveling the complexities of living organisms, shedding light on disease mechanisms, and finding potential drug targets. However, the experimental determination of PPIs is still a resource-intensive and timeconsuming endeavor. Consequently, computational approaches that can predict PPIs with high accuracy have gained increasing prominence in the field of bioinformatics.