I. INTRODUCTION

II. FEDERATED LEARNING BACKGROUND  
B. Federated Learning Categories  
C. Threat Models in Federated Learning Life Cycle  

III. UTILITY-HARMED ATTACKS

V. DEFENSE AGAINST UTILITY-HARMED ATTACKS

VII. CHALLENGES AND FUTURE DIRECTIONS

VIII. CONCLUSION