I. INTRODUCTION  
II. BACKGROUND  
III. DECENTRALIZED FEDERATED LEARNING  
IV. THREATS TO DECENTRALIZED FEDERATED LEARNING  
V. DEFENSE MECHANISMS  
VI. VERIFIABLE DFL  
VII. FUTURE RESEARCH DIRECTIONS  
VIII. CONCLUSION