Adaptive learning in cognitive radio (CR) is a key enabler for next-generation spectrum sharing in 5G/6G networks. By utilizing AI-driven dynamic spectrum access, interference mitigation, and real-time decision-making, it facilitates efficient, autonomous, and intelligent spectrum management. Unlike cooperative sensing, which encounters overhead and synchronization issues, or trading models, which face regulatory and security challenges, AI-powered CR offers superior efficiency, minimal latency, and enhanced spectrum adaptability—positioning it as the most revolutionary approach for future wireless communication.

Aaman kadar Shaikh Thank you, Sir Aaman Kadar Shaikh, for your insightful perspective! Adaptive learning in cognitive radio indeed presents a transformative approach to spectrum sharing, particularly with AI-driven decision-making enhancing efficiency and real-time adaptability. Your point about overcoming the limitations of cooperative sensing and trading models is well taken. As 5G/6G networks evolve, it will be interesting to see how AI-powered CR continues to refine interference mitigation and dynamic spectrum access. Looking forward to more discussions on this exciting topic!