Chapter 4

Attribution-Based Explanations

You will be able to compute and interpret pixel or token relevance with gradients, Grad-CAM, integrated gradients, relevance propagation, and occlusion, and test whether a highlighted region supports a model claim.

• 1. Saliency Maps→
• 2. Grad-CAM and Variants→
• 3. Integrated Gradients→
• 4. Layer-Wise Relevance Propagation→
• 5. Occlusion Methods→