--- title: "Chuang Zhou — author profile and papers — Elamur Research" description: "Chuang Zhou, Hong Kong Polytechnic University: 5 papers on Elamur Research (2025–2026), h-index 2 — affiliations, topics, co-authors and…" canonical: "https://research.elamur.ai/free/en/authors/chuang-zhou/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/chuang-zhou/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Chuang Zhou # Chuang Zhou Chuang Zhou has 5 papers in our library, in 2025–2026, most of them on [Information retrieval & search](https://md.research.elamur.ai/free/en/topics/information-retrieval/), [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/); often with [Xiao Xia Huang](https://md.research.elamur.ai/free/en/authors/xiao-xia-huang/), [Hao Chen](https://md.research.elamur.ai/free/en/authors/hao-chen/), [Qinggang Zhang](https://md.research.elamur.ai/free/en/authors/qinggang-zhang/). 5 papers in our library · 2025–2026 [OpenAlex](https://openalex.org/A5113231894) · [**h-index 2**](https://openalex.org/authors/A5113231894) · [11 works](https://openalex.org/works?filter=author.id:A5113231894) · [12 citations](https://openalex.org/works?filter=author.id:A5113231894&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 5 works in our library](https://md.research.elamur.ai/free/en/authors/chuang-zhou/#papers) · [🔗 Cited 71 times in our library](https://md.research.elamur.ai/free/en/authors/chuang-zhou/cited-by/) · [⭐ Paper Stars ranking: #6999](https://md.research.elamur.ai/free/en/paper-stars/page/70/#star-6999) 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=Chuang+Zhou) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Chuang+Zhou) · [dblp](https://dblp.org/search?q=Chuang+Zhou) · [ACL Anthology](https://aclanthology.org/search/?q=Chuang+Zhou) ## Affiliations [🎓**Hong Kong Polytechnic University** Hong Kong · China 2024–2026 · 4 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 · 5 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities · 4 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Artificial Intelligence · 5 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Language and Linguistics · 4 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Computer Vision and Pattern Recognition · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Information Systems · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) 🧭 Topics 3 Research subjects and languages the work is about.[Language models & pretraining · 2 works](https://md.research.elamur.ai/free/en/topics/language-models/) · [Information retrieval & search · 3 works](https://md.research.elamur.ai/free/en/topics/information-retrieval/) · [Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) ## Works by year ### 2020s [**2026** 1 paper](https://md.research.elamur.ai/free/en/authors/chuang-zhou/year/2026/) · [**2025** 4 papers](https://md.research.elamur.ai/free/en/authors/chuang-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. **[Taming Language Models for Text-attributed Graph Learning with Decoupled Aggregation](https://md.research.elamur.ai/free/en/papers/zhou-2025-taming-language-models-text-attributed/)** *(2025 · 9 citations)* Text-attributed graphs (TAGs) are graphs whose nodes carry text and whose edges encode relations. Learning on them usually follows a two-stage cascade: a language model produces frozen node embeddings, and a GNN is then trained on those embeddings. The authors argue that this split ignores how text and topology… 3. **[You Don't Need Pre-built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures](https://md.research.elamur.ai/free/en/papers/chen-2025-don-t-need-pre-built/)** *(2025 · 9 citations)* Graph-based RAG systems such as Microsoft GraphRAG, HippoRAG, RAPTOR, LightRAG and KGP first convert the entire corpus into a graph. 4. **[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. 5. **[LogicPoison: Logical Attacks on Graph Retrieval-Augmented Generation](https://md.research.elamur.ai/free/en/papers/xiao-2026-logicpoison-logical-attacks-graph-retrieval/)** *(2026 · 1 citation)* GraphRAG systems answer questions by reasoning over a knowledge graph built from a text corpus. They tend to resist classic RAG attacks for three reasons: injected documents end up isolated in the graph, embedded instructions are lost when text becomes entity–relation structures, and redundant paths compensate for… ## Co-authors here 12 of 13 co-authors with a page, the most papers together first. - [Xiao Xia Huang](https://md.research.elamur.ai/free/en/authors/xiao-xia-huang/) ×5 - [Hao Chen](https://md.research.elamur.ai/free/en/authors/hao-chen/) ×3 - [Qinggang Zhang](https://md.research.elamur.ai/free/en/authors/qinggang-zhang/) ×3 - [Shengyuan Chen](https://md.research.elamur.ai/free/en/authors/shengyuan-chen/) ×3 - [Yilin Xiao](https://md.research.elamur.ai/free/en/authors/yilin-xiao/) ×3 - [Huachi Zhou](https://md.research.elamur.ai/free/en/authors/huachi-zhou/) ×2 - [Jiahe Du](https://md.research.elamur.ai/free/en/authors/jiahe-du/) ×2 - [Zheng Yuan](https://md.research.elamur.ai/free/en/authors/zheng-yuan/) ×2 - [Xin Yang](https://md.research.elamur.ai/free/en/authors/xin-yang/) - [Yi Chang](https://md.research.elamur.ai/free/en/authors/yi-chang/) - [Yuanchen Bei](https://md.research.elamur.ai/free/en/authors/yuanchen-bei/) - [Zhaozhuo Xu](https://md.research.elamur.ai/free/en/authors/zhaozhuo-xu/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/) ×2: [ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/), [ACL 2025](https://md.research.elamur.ai/free/en/venues/acl/2025/) - [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/) ## Cited by Papers of our library cite their works 71 times (of the 149,439 papers whose bibliographies we read); [14 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/chuang-zhou/cited-by/). Updated 31 October 2026