--- title: "Huachi Zhou — author profile and papers — Elamur Research" description: "Huachi Zhou, Hong Kong Polytechnic University: 2 papers on Elamur Research (2025), h-index 7 — affiliations, topics, co-authors and who…" canonical: "https://research.elamur.ai/free/en/authors/huachi-zhou/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/huachi-zhou/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Huachi Zhou # Huachi Zhou Huachi Zhou has 2 papers in our library, in 2025, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Information retrieval & search](https://md.research.elamur.ai/free/en/topics/information-retrieval/); often with [Chuang Zhou](https://md.research.elamur.ai/free/en/authors/chuang-zhou/), [Hao Chen](https://md.research.elamur.ai/free/en/authors/hao-chen/), [Xiao Xia Huang](https://md.research.elamur.ai/free/en/authors/xiao-xia-huang/). 2 papers in our library · 2025 [OpenAlex](https://openalex.org/A5049663232) · [ORCID](https://orcid.org/0000-0002-8301-8470) · [**h-index 7**](https://openalex.org/authors/A5049663232) · [30 works](https://openalex.org/works?filter=author.id:A5049663232) · [224 citations](https://openalex.org/works?filter=author.id:A5049663232&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/huachi-zhou/#papers) · [🔗 Cited 56 times in our library](https://md.research.elamur.ai/free/en/authors/huachi-zhou/cited-by/) · [1 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #7363](https://md.research.elamur.ai/free/en/paper-stars/page/74/#star-7363) The profile is the library's match of the name; two people with one name are not always told apart. Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Huachi+Zhou) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Huachi+Zhou) · [dblp](https://dblp.org/search?q=Huachi+Zhou) · [ACL Anthology](https://aclanthology.org/search/?q=Huachi+Zhou) ## Affiliations [🎓**Hong Kong Polytechnic University** Hong Kong · China 2021–2026 · 24 papers*current*](https://md.research.elamur.ai/free/en/universities/hong-kong-polytechnic-university/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. ## Fields, topics and concepts Of its works in our library, with the number of works on each. 📚 Shelves 6 The field of science this work belongs to (OpenAlex fields).[Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Arts and Humanities · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Vision and Pattern Recognition · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) · [Language and Linguistics · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) 🧭 Topics 2 Research subjects and languages the work is about.[Information retrieval & search · 1 work](https://md.research.elamur.ai/free/en/topics/information-retrieval/) · [Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/) ## Works by year ### 2020s [**2025** 2 papers](https://md.research.elamur.ai/free/en/authors/huachi-zhou/year/2025/) ## Papers The most cited first (OpenAlex and our library). 1. **[A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models](https://md.research.elamur.ai/free/en/papers/zhang-2025-survey-graph-retrieval-augmented-generation/)** *(2025 · 64 citations)* General-purpose LLMs often fall short in specialized fields. Their domain knowledge is shallow, they struggle with long chains of rule-bound reasoning, and they misread terms whose meaning depends on context. Fine-tuning on domain data can introduce hallucinations and catastrophic forgetting. Classic RAG avoids… 2. **[Text-Attributed Graph Learning with Coupled Augmentations](https://md.research.elamur.ai/free/en/papers/zhou-2025-text-attributed-graph-learning-coupled/)** *(2025 · 5 citations)* Text-attributed graphs are networks whose nodes carry text, such as product descriptions or paper abstracts. ## All works 3 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them. 1. [**A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models arXiv:2501.13958**Qinggang Zhang, Shengyuan Chen, Yuanchen Bei, et al.*2025 · 64 citations*](https://md.research.elamur.ai/free/en/papers/zhang-2025-survey-graph-retrieval-augmented-generation/) 2. **[Temporal Augmented Graph Neural Networks for Session-Based Recommendations ↗](https://doi.org/10.1145/3404835.3463112) International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) · no summary yet**Huachi Zhou et al.*2021 · 61 citations* 3. **[Text-Attributed Graph Learning with Coupled Augmentations](https://md.research.elamur.ai/free/en/papers/zhou-2025-text-attributed-graph-learning-coupled/) [International Conference on Computational Linguistics (COLING)](https://md.research.elamur.ai/free/en/venues/coling/)**Chuang Zhou, Jiahe Du, Huachi Zhou, et al.*2025 · 5 citations* ## Co-authors here 10 co-authors with a page, the most papers together first. - [Chuang Zhou](https://md.research.elamur.ai/free/en/authors/chuang-zhou/) ×2 - [Hao Chen](https://md.research.elamur.ai/free/en/authors/hao-chen/) ×2 - [Xiao Xia Huang](https://md.research.elamur.ai/free/en/authors/xiao-xia-huang/) ×2 - [Jiahe Du](https://md.research.elamur.ai/free/en/authors/jiahe-du/) - [Qinggang Zhang](https://md.research.elamur.ai/free/en/authors/qinggang-zhang/) - [Shengyuan Chen](https://md.research.elamur.ai/free/en/authors/shengyuan-chen/) - [Yi Chang](https://md.research.elamur.ai/free/en/authors/yi-chang/) - [Yilin Xiao](https://md.research.elamur.ai/free/en/authors/yilin-xiao/) - [Yuanchen Bei](https://md.research.elamur.ai/free/en/authors/yuanchen-bei/) - [Zheng Yuan](https://md.research.elamur.ai/free/en/authors/zheng-yuan/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [International Conference on Computational Linguistics (COLING)](https://md.research.elamur.ai/free/en/venues/coling/): [COLING 2025](https://md.research.elamur.ai/free/en/venues/coling/2025/) - International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) ## Cited by Papers of our library cite their works 56 times (of the 149,439 papers whose bibliographies we read); [12 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/huachi-zhou/cited-by/). Updated 30 October 2026