In the era of the sixth-generation (6G) wireless network, which expands to scenarios like immersive communication, integrated artificial intelligence (AI) and communication, and hyper-reliable low-latency communication, high-level network autonomy has become essential to address the complexity of network architecture. Digital twin networks offer a solution by constructing high-fidelity virtual replicas of physical networks to predict states and validate decisions, but their accuracy relies on AI