Matrix spillover quantification measures a crucial challenge in advanced learning. AI-driven approaches offer a promising solution by leveraging sophisticated algorithms to interpret the extent of spillover effects between different matrix elements. This process enhances our insights of how information propagates within mathematical networks, leadi