FRInGe enhances Integrated Gradients by integrating gradients along Fisher-Rao geodesics in predictive distribution space using a max-entropy reference, improving calibration metrics on ImageNet models.
This control experiment shows that the benefits of FRInGe do not arise from γprior alone, but from its interaction with the Fisher-aware geometry and the regularized solve
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FRInGe: Distribution-Space Integrated Gradients with Fisher--Rao Geometry
FRInGe enhances Integrated Gradients by integrating gradients along Fisher-Rao geodesics in predictive distribution space using a max-entropy reference, improving calibration metrics on ImageNet models.