1. Retrieval-Augmented Generation

2. LLM-based Text-to-SQL

Structure-Guided LLM for Text-to-SQL Generation (Code)
3. Graph Representation Learning

4. Graph-based Recommender Systems

5. Knowledge Graphs
Question answering over KGs
KG error detection