integrated_gradients.hpp File Reference

Integrated Gradients – baseline-interpolated gradient integral (charter Part 1, Phase 2; theory: xai_context.aDNA's vision_integrated_gradients.md). More...

#include <stdexcept>
#include <string>
#include <vector>
#include "pulsatrix/assert.hpp"
#include "pulsatrix/attribution.hpp"
#include "pulsatrix/device_backend.hpp"
#include "pulsatrix/explainer_context.hpp"
#include "pulsatrix/saliency.hpp"
#include "pulsatrix/tensor.hpp"

Include dependency graph for integrated_gradients.hpp:

Go to the source code of this file.

Classes
class	pulsatrix::IntegratedGradients
	IG_i(x) = (x_i - baseline_i) * (1/steps) * sum_{k=1}^{steps} d(F(baseline + (k/steps)(x - baseline)))/dx_i – a Riemann-sum approximation of the straight-line path integral from baseline to input. More...

Namespaces
namespace	pulsatrix

Detailed Description

Integrated Gradients – baseline-interpolated gradient integral (charter Part 1, Phase 2; theory: xai_context.aDNA's vision_integrated_gradients.md).