Matrix spillover quantification evaluates a crucial challenge in advanced learning. AI-driven approaches offer a innovative solution by leveraging sophisticated algorithms to interpret the level of spillover effects between distinct matrix elements. This process improves our understanding of how information propagates within computational networks,