Matrix spillover quantification measures a crucial challenge in advanced learning. AI-driven approaches offer a novel solution by leveraging sophisticated algorithms to interpret the magnitude of spillover effects between separate matrix elements. This process improves our insights of how information transmits within mathematical networks, leading