Interpretable Ai

Choosing Between LIME, SHAP, and Attention: A Researcher's Guide to Interpretable AI

This guide helps researchers choose between LIME, SHAP, and attention mechanisms for interpretable AI, explaining their mechanisms, scopes, and model compatibility. It provides a decision framework to match techniques to specific research needs for uncovering hidden structures and generating testable hypotheses.