🎓 About Me
I am a Ph.D. student with Prof. Xiao HUANG (since May 2025) at the Department of Computing, The Hong Kong Polytechnic University. Prior to that, I obtained my B.E. in Energy and Power Engineering from Huazhong University of Science and Technology (2020–2024).
My research interests include Retrieval-Augmented Generation (RAG), LLM Agents, and Tool Learning, with work published at ICLR and WWW. Currently, I focus on LLM agents, with a growing interest in embodied AI and spatial intelligence.
🎉 News
- [2026.09] Our preprint Org-Agent is released! [Paper]
- [2026.04] Our work LoSemB is published at WWW’26. [Paper]
- [2026.02] Our survey on graph-based agent memory is released! [Paper|Github awesome-list]
- [2026.01] Our work LinearRAG is accepted to ICLR’26. [Paper|Code]
đź“” Selected Publications (Full List)
Preprint:
- [Arxiv’26] Luyao Zhuang, Yujing Zhang, Zijin Hong, Yilin Xiao, Xiao Huang, Org-Agent: Beyond Personal Assistants Towards Organizational Agents.
- [Arxiv’26] Chang Yang, Chuang Zhou, Yilin Xiao, Su Dong, Luyao Zhuang, Yujing Zhang, Zhu Wang, Zijin Hong, Zheng Yuan, Zhishang Xiang, Shengyuan Chen, Huachi Zhou, Qinggang Zhang, Ninghao Liu, Jinsong Su, Xinrun Wang, Yi Chang, Xiao Huang, Graph-based Agent Memory: Taxonomy, Techniques, and Applications.
Published:
- [ICLR’26] Luyao Zhuang, Shengyuan Chen, Yilin Xiao, Huachi Zhou, Yujing Zhang, Hao Chen, Qinggang Zhang, Xiao Huang, LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora.
- [WWW’26] Luyao Zhuang, Qinggang Zhang, Huachi Zhou, Yujing Zhang, Xiao Huang, LoSemB: Logic-Guided Semantic Bridging for Inductive Tool Retrieval.
🏆 Honors and Awards
- [2024] Pacesetter Merit Student, Huazhong University of Science and Technology
- [2023] National Scholarship for Undergraduate Students
đź’Ľ Academic Service
Program Committee: WSDM (2026); ICLR (2026)
Outreach
I am happy to offer a 30-minute chat to early-stage Ph.D., master's, and undergraduate students, as well as potential collaborators. I especially welcome students from other disciplines who are interested in transitioning into AI research. Topics include LLM agents, retrieval-augmented generation (RAG), and agent memory, as well as research ideas, graduate school applications, and navigating research life. I am also interested in exchanging ideas on embodied AI and spatial intelligence. If you would like to chat, please fill out this form to request a meeting. Please feel free to send a follow-up email if you have not received a reply.
