I. INTRODUCTION  
II. PRELIMINARY ON ZERO-SHOT AND FEW-SHOT LEARNING  
III. KNOWLEDGE GRAPH  
IV. KG-AWARE ZERO-SHOT LEARNING  
V. KG-AWARE FEW-SHOT LEARNING  
VI. APPLICATIONS AND RESOURCES  
VII. OPEN PROBLEMS  
VIII. CONCLUSION  