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#audit-protocol

A Formal Methodological Framework for Auditing Robustness and Fidelity in Explainable AI: From Application to Trust Certification

arXiv cs.AI · 2026-08-26 Cached

This paper introduces a methodological framework for auditing the robustness and fidelity of post-hoc explainable AI tools like SHAP and LIME, combining these metrics into a Trust Score. It applies the framework to a food security dataset in Madagascar, highlighting the necessity of auditing XAI outputs for trustworthy decision-making in sensitive domains.

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#audit-protocol

Stage-Audit: Auditable Source-Frontier Discovery for Cross-Wiki Tables

arXiv cs.CL · 2026-05-21 Cached

Stage–Audit introduces a governance protocol for Seed2Frontier discovery of cross-wiki tables, using disjoint curator-auditor write rights and a 12-check audit taxonomy to improve source-frontier precision by 42% relative over vanilla LLM curators.

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