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Benjamin Formby

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Preprint Aug 2026

Spatial Attention Noise Masking for Causally Sufficient Interpretability

Quantitative evaluations demonstrate mask faithfulness, near-baseline classification performance across five classification tasks despite substantial masking of image information, and robustness to distribution shifts such as background swapping and natural adversarial examples.

Benjamin Formby, Kuang-Ching Wang, D. H. Smith · 0 citations

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