Explainability & Transparency Std

Technical standards for model interpretability and stakeholder transparency. Defines requirements for model documentation, explanation methods, and transparency disclosures. Addresses both global interpretability and local explanations for individual decisions. Includes guidance on SHAP, LIME, attention mechanisms, and feature importance methods. Balances technical explainability with regulatory transparency obligations and user communication needs.