Matrix spillover quantification evaluates a crucial challenge in advanced learning. AI-driven approaches offer a promising solution by leveraging powerful algorithms to interpret the extent of spillover effects between distinct matrix elements. This process improves our understanding of how information flows within mathematical networks, leading to