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M. M. A. Pritom

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Preprint Aug 2026

ExplainGuard: A Zero Trust Framework for Post-Hoc Explanation Integrity Guarantees in Blackbox XAI Models

A novel defense framework is introduced that leverages a Zero-Trust architecture (ZTA) design to be incorporated within the XAI explanation supply chain and ensures the integrity of the generated explanation and evaluates how ExplainGuard can effectively neutralize state- of-the-art explanation manipulation attacks while transforming the auditing process into a verifiable operation.

Maraz Mia, Shovan Roy, M. M. Pritom et al. · 0 citations

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