Look at the Variance! Efficient Black-box Explanations with Sobol-based Sensitivity Analysis

proceedings.neurips.ccsite

(NeurIPS) Sobol indices provide an efficient way to capture higher-order interactions between image regions and their contributions to a (black box) neural network’s prediction through the lens of variance.

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2026-10-10

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Audit Algorithms › Papers > 2022: “(NeurIPS) Sobol indices provide an efficient way to capture higher-order interactions between image regions and their contributions to a (black box) neural network’s prediction through the lens of variance.”