This research proposes a standardized framework for assessing AI fairness in critical sectors as we approach the 6G era where AI will drive autonomous network management.

• Addresses fairness challenges across telecommunications, finance, healthcare, and public services
• Prevents biased outcomes that disproportionately impact vulnerable populations
• Establishes metrics and evaluation criteria for measuring AI fairness
• Provides guidance for implementing fairness in complex AI systems

From a security perspective, this framework helps organizations mitigate risks associated with biased AI decision-making that could lead to regulatory penalties, reputational damage, and security vulnerabilities in automated systems.

Enhancements for Developing a Comprehensive AI Fairness Assessment Standard