Gradient-Based Explainers

Explainers that use a model's gradients, activations, or internal structure directly. More...

Collaboration diagram for Gradient-Based Explainers:

Files
file	attribution.hpp
	First-class explanation result type – values, method, and metadata together.
file	explainer_context.hpp
	Stable interface every explainer gets, regardless of type (charter Part 2 SS2).
file	explainer_stability.hpp
	Production API for an explainer's repeated-run stability audit metric (charter Phase 4).
file	grad_cam.hpp
	Grad-CAM – gradient-weighted class activation mapping over the last conv layer (charter Part 1, Phase 2; theory: xai_context.aDNA's vision_gradcam.md).
file	integrated_gradients.hpp
	Integrated Gradients – baseline-interpolated gradient integral (charter Part 1, Phase 2; theory: xai_context.aDNA's vision_integrated_gradients.md).
file	saliency.hpp
	Saliency maps – raw gradient of a target output w.r.t. the input (charter Part 1, Phase 2).

Detailed Description

Explainers that use a model's gradients, activations, or internal structure directly.