I. INTRODUCTION  
II. THREAT MODEL OF ROGUE DEVICES IN IOT  
III. LEARNING-ENABLED DEVICE IDENTIFICATION IN IOT  
IV. LEARNING-ENABLED ABNORMAL DEVICE DETECTION  
V. CHALLENGES AND FUTURE RESEARCH DIRECTIONS  
VI. CONCLUSION  