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Common-Witness Certificates and Sharp Feature Bounds for Counterfactual Image Auditing
An image editor may satisfy every regional plausibility constraint separately even when no single latent explanation fits the complete output. We formalize this local-to-global failure using a common witness grade and witness nerve. The framework separates auditing from causal identification: shared
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