Domain-Specific XAI Standards: Healthcare, Finance, Legal, and Defense Specifications

Key Points

• This research identifies and outlines the standards necessary for domain-specific explainable artificial intelligence (XAI).
• Analysis of existing XAI frameworks
• Examination of sector-specific requirements in healthcare, finance, legal, and defense
• Comparative evaluation to establish guidelines
• Identified common challenges across domains
• Provided framework for enhancing XAI implementation in finance
• Established the need for tailored standards in healthcare, legal, and defense sectors