1 INTRODUCTION  
2 MULTIMODAL PRE TRAINING FOR RECOMMENDATION  
3 MULTIMODAL ADAPTATION FOR RECOMMENDATION  
4 MULTIMODAL GENERATION FOR RECOMMENDATION  
5 APPLICATIONS  
6 CHALLENGES AND OPPORTUNITIES  
7 CONCLUSION