Real-Time XAI Specifications: Performance Requirements for Production Explanations

Puntos clave

• This research aims to define performance requirements for real-time explainable AI (XAI) to enhance transparency in production systems.
• Developed specifications for XAI performance in real-time scenarios.
• Analyzed existing frameworks and benchmarks for explainability.
• Evaluated practical implications of proposed requirements in production settings.
• Outlined specific performance metrics to judge real-time explanations, such as speed and accuracy.
• Proposed a framework for evaluating and adapting existing XAI systems to meet these specifications.