FreeMCG estimates on-manifold classifier gradients from black-box outputs using diffusion particles and an ensemble Kalman filter, and uses the same estimate for feature attribution and counterfactual explanation.
Explainable ai in medical imaging: An overview for clinical practitioners–beyond saliency-based xai approaches
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Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI
FreeMCG estimates on-manifold classifier gradients from black-box outputs using diffusion particles and an ensemble Kalman filter, and uses the same estimate for feature attribution and counterfactual explanation.