Matrix spillover quantification represents a crucial challenge check here in advanced learning. AI-driven approaches offer a novel solution by leveraging powerful algorithms to assess the extent of spillover effects between separate matrix elements. This process enhances our understanding of how information propagates within mathematical networks,