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.
Ig 2: Integrated gradient on iterative gradient path for feature attribution.Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 46(11):7173– 7190
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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.