Xiao HUANG
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1. Retrieval-Augmented Generation


  • Survey (GitHub)

  • Knowledge Graph based PrompTing for LLMs

2. LLM-based Text-to-SQL

  • Survey

  • Structure-Guided LLM for Text-to-SQL Generation (Code)

  • Enhancing SQL Generation with Data Expert LLM (Code)

3. Graph Representation Learning


  • Each Graph is a New Language: Graph Learning with LLMs

4. Graph-based Recommender Systems


  • Graph Cross-Correlated Network for Recommendation (Code)

  • Macro GNNs for Online Billion-Scale Recommender Systems (Code)

  • Adaptive Popularity Debiasing Aggregator (Code)

5. Knowledge Graphs

  • Question answering over KGs

    • Cost-efficient Knowledge-based QA with LLMs (Code)

    • Modality-Aware Integration with LLMs for Knowledge-based Visual QA (Code)

    • Hierarchy-Aware Multi-Hop QA over KGs (Code)

    • KG Embedding Based QA (Code)

  • KG error detection

More projects on GitHub.

Last edited on May 29th 2025 09:42PM (Time Zone: CST).