Scholar

Xiao Huang

Google Scholar ID: Be21PkYAAAAJ

Assistant Professor at The Hong Kong Polytechnic University

LLM reasoningretrieval-augmented generationtext-to-SQLgraph learningcollaborative filtering

Homepage↗Google Scholar↗

Citations & Impact

All-time

Citations

5,146

H-index

36

i10-index

59

Publications

20

Co-authors

11

list available

Contact

Emailxiaohuang@comp.polyu.edu.hk CVOpen ↗GitHubOpen ↗

Publications

4 items

LogicPoison: Logical Attacks on Graph Retrieval-Augmented Generation

2026

Cited

0

ErrorLLM: Modeling SQL Errors for Text-to-SQL Refinement

2026

Cited

0

Graph-based Agent Memory: Taxonomy, Techniques, and Applications

2026

Cited

0

Use Graph When It Needs: Efficiently and Adaptively Integrating Retrieval-Augmented Generation with Graphs

2026

Cited

0

Resume (English only)

Academic Achievements

Ranked among the World's Top 2% Scientists (Stanford List) in 2023, 2024, and 2025; ranked #4,780 out of 458,615 researchers in the AI & Image Processing subfield in 2025
ITF project 'Graph RAG' funded in October 2025
Released three Graph RAG datasets in October 2025
Survey paper 'Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL' accepted by IEEE TKDE in September 2025
Published multiple papers at top venues including NeurIPS, ICML, ACL, IEEE TKDE, and TheWebConf on topics such as graph RAG, text-to-SQL, GNNs, knowledge graph QA, recommender systems, and enzyme design

Co-authors

11 total

Professor of Computer Science, Rice University

Tencent Youtu Lab | HKPolyU

City University of Macau, Previous PolyU HK, Previous Tencent

Associate Professor, University of Virginia

Professor, Jinan University

Assistant Professor, North Carolina State University

Assistant Professor, University of Georgia

The Hong Kong Polytechnic University