Post-Deployment XAI Monitoring: Specification Requirements for Explanation Drift Detection

May 22, 2026Open Access

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Key Points

The aim is to identify and specify requirements for detecting explanation drift in explainable artificial intelligence (XAI) systems after deployment.
Specification of requirements for monitoring explanation drift
Focus on post-deployment scenarios
Framework development for effective detection strategies
Identified key specifications necessary for effective explanation drift detection
Proposed a monitoring framework to address risks associated with explanation drift
Outlined potential implications for the reliability of XAI systems

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Research article specifies requirements for monitoring explanation drift in XAI systems, highlighting their importance.

Research article: Post-Deployment XAI Monitoring: Specification Requirements for Explanation Drift Detection

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Ivchenko et al. (2026) studied this question.

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