Matrix spillover quantification evaluates a crucial challenge in advanced learning. AI-driven approaches offer a innovative solution by leveraging sophisticated algorithms to assess the level of spillover effects between separate matrix elements. This process enhances our knowledge of how information propagates within mathematical networks, leading