explainer_stability.hpp File Reference

Production API for an explainer's repeated-run stability audit metric (charter Phase 4). More...

#include <vector>
#include "pulsatrix/attribution.hpp"

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Classes
struct	pulsatrix::StabilityResult
	The result of measuring an explainer's variance across repeated runs on the same input. More...

Namespaces
namespace	pulsatrix

Functions
StabilityResult	pulsatrix::ComputeAttributionStability (const std::vector< Attribution > &repeated_runs)
	Measures an explainer's stability across repeated runs on the same input (charter's "repeated-run variance measured and documented" audit category). Known-unstable methods (LIME, KernelSHAP) are expected to show is_deterministic == false; every other native/surrogate explainer in this codebase is deterministic by construction.

Detailed Description

Production API for an explainer's repeated-run stability audit metric (charter Phase 4).