I. INTRODUCTION  
II. KNOWLEDGE BACKGROUND  
A. MANIPULATIONS  
B. ASSUMPTIONS OF ATTACK AND DEFENSE  
D. METRICS OF INTEREST  
E. ADVERSARIAL CAPABILITIES  
III. POISONING ATTACKS  
IV. DEFENSE MECHANISMS  
V. BRIEFS OF OUR SURVEY STUDIES  
VI. SURVEY ANALYTICS AND INSIGHTS  
VII. CONCLUSION