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I. INTRODUCTION  

II. GENERATIVE AI: PRELIMINARY  

III. APPLICATION OF GENERATIVE AI IN NETWORK MANAGEMENT  

IV. APPLICATION OF GAI IN WIRELESS SECURITY  

V. APPLICATION OF GAI IN SEMANTIC COMMUNICATION  

VI. CHALLENGES AND FUTURE DIRECTIONS  

VII. CONCLUSION  
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