I. INTRODUCTION  

II. OVERVIEW  

III. PRIVACY ON GENERATIVE DATA  

IV. CONTROLLABILITY ON GENERATIVE DATA  

V. AUTHENTICITY ON GENERATIVE DATA  

VI. COMPLIANCE ON GENERATIVE DATA  

VII. CHALLENGES AND FUTURE DIRECTIONS  

VIII. CONCLUSION  