IEEE

IEEE (Institute of Electrical and Electronics Engineers) is a professional organization that develops technical standards and best practices for computing and technology systems, including frameworks for AI ethics and system reliability. The organization publishes influential guidelines on algorithmic bias, transparency, and accountability that many enterprises reference when building AI governance programs. For compliance-focused organizations, IEEE standards provide internationally recognized benchmarks for responsible AI development and deployment.

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ResearchGlobal2026-09-12

IEEE Survey Links Explainability and Fairness as a Single Audit Obligation

A peer-reviewed survey published by the IEEE Computer Society examines the relationship between explainability and fairness in machine learning, finding that the two properties are increasingly inseparable in practice. The survey, titled 'On the Interplay of Explainability and Fairness in AI,' documents how each capability reinforces the other when diagnosing and mitigating bias. The work has direct implications for model validation, audit readiness, and bias documentation programs.

explainability fairness bias model validation IEEE algorithmic accountability audit readiness