Future XAI research must prioritize the development of explanations that are both scientifically robust and intuitive.
Outline Introduction: The “Black Box” dilemma in modern AI and the tension between accuracy and interpretability. Key Concepts: Defining scientific robustness vs. intuitive explainability (The “Faithfulness-Intelligibility Gap”). Step-by-Step Guide: A framework for developing XAI architectures […]