From Saliency Maps to Circuits: An Integrative Survey of Explainable AI and Mechanistic Interpretability
Artificial intelligence (AI) models, particularly those based on deep learning, have achieved strong performance across a wide range of real-world applications. However, as models increase in scale and complexity, their behavior and internal decision-making processes become increasingly difficult to understand. Explain...