I. Rustambekov

Beyond the Black Box—A New Vector for Explainable AI Through Comparative Analysis of Logical Systems

Modern AI often works as a “black box”: it gives an answer, but cannot show why. In high-stakes fields like law, medicine, and government—and under emerging rules such as the EU AI Act—that is a serious problem. Today’s most popular explainability tools, such as SHAP and LIME, only approximate a model’s reasoning after...