--- title: "Pan Zhou — author profile and papers — Elamur Research" description: "Pan Zhou, China University of Geosciences: 3 papers on Elamur Research (2024–2026), h-index 60 — affiliations, topics, co-authors and…" canonical: "https://research.elamur.ai/free/en/authors/pan-zhou/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/pan-zhou/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Pan Zhou # Pan Zhou Pan Zhou has 3 papers in our library, in 2024–2026, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Evaluation & benchmarks](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/), [Vision & language](https://md.research.elamur.ai/free/en/topics/multimodal/); often with [Guiyao Tie](https://md.research.elamur.ai/free/en/authors/guiyao-tie/), [Lichao Sun](https://md.research.elamur.ai/free/en/authors/lichao-sun/), [Weidong Wang](https://md.research.elamur.ai/free/en/authors/weidong-wang/). 3 papers in our library · 2024–2026 [OpenAlex](https://openalex.org/A5100693197) · [ORCID](https://orcid.org/0000-0002-8629-4622) · [Wikidata](https://www.wikidata.org/wiki/Q130959163) · [**h-index 60**](https://openalex.org/authors/A5100693197) · [431 works](https://openalex.org/works?filter=author.id:A5100693197) · [15,960 citations](https://openalex.org/works?filter=author.id:A5100693197&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 3 works in our library](https://md.research.elamur.ai/free/en/authors/pan-zhou/#papers) · [🔗 Cited 76 times in our library](https://md.research.elamur.ai/free/en/authors/pan-zhou/cited-by/) · [3 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #7522](https://md.research.elamur.ai/free/en/paper-stars/page/76/#star-7522) 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=Pan+Zhou) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Pan+Zhou) · [dblp](https://dblp.org/search?q=Pan+Zhou) · [ACL Anthology](https://aclanthology.org/search/?q=Pan+Zhou) ## Affiliations [🎓**Huazhong University of Science and Technology** Wuhan · China 2007–2026 · 286 papers*current*](https://md.research.elamur.ai/free/en/universities/huazhong-university-of-science-and-technology/) · [🎓**China University of Geosciences** Wuhan · China 2012–2026 · 3 papers*current*](https://md.research.elamur.ai/free/en/universities/china-university-of-geosciences/) · [🎓**Yanshan University** Qinhuangdao · China 2019–2024 · 11 papers](https://ror.org/02txfnf15) · [🎓**Singapore Management University** Singapore · Singapore 2024–2025 · 10 papers](https://md.research.elamur.ai/free/en/universities/singapore-management-university/) · [🎓**University of Science and Technology of China** Hefei · China 2012–2022 · 7 papers](https://md.research.elamur.ai/free/en/universities/university-of-science-and-technology-of-china/) · [🎓**Georgia Institute of Technology** Atlanta · United States 2009–2012 · 6 papers](https://md.research.elamur.ai/free/en/universities/georgia-institute-of-technology/) · [🎓**Nanjing Institute of Technology** Nanjing · China 2021–2025 · 5 papers](https://ror.org/00n6txq60) · [🎓**South China Agricultural University** Guangzhou · China 2023–2025 · 4 papers](https://ror.org/05v9jqt67) · [🎓**Tsinghua University** Beijing · China 2019–2021 · 4 papers](https://md.research.elamur.ai/free/en/universities/tsinghua-university/) · [🎓**Xinjiang Medical University** Ürümqi · China 2023–2024 · 3 papers](https://ror.org/01p455v08) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 37 more institutions on single bylines are not listed. ## Fields, topics and concepts Of its works in our library, with the number of works on each. 📚 Shelves 9 The field of science this work belongs to (OpenAlex fields).[Computer Science · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Artificial Intelligence · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Language and Linguistics · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Computer Vision and Pattern Recognition · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Safety Research · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/safety-research/) · [Social Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/) · [Computer Science Applications · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-science-applications/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) 🧭 Topics 3 Research subjects and languages the work is about.[Evaluation & benchmarks · 1 work](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/) · [Vision & language · 1 work](https://md.research.elamur.ai/free/en/topics/multimodal/) ## Works by year ### 2020s [**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/pan-zhou/year/2026/) · [**2024** 1 paper](https://md.research.elamur.ai/free/en/authors/pan-zhou/year/2024/) ## Papers The most cited first (OpenAlex and our library). 1. **[MLLM-as-a-Judge: Assessing Multimodal LLM-as-a-Judge with Vision-Language Benchmark](https://md.research.elamur.ai/free/en/papers/chen-2024-mllm-judge-assessing-multimodal-llm/)** *(2024 · 60 citations)* Automatic metrics for multimodal model outputs, such as exact matching or embedding similarity, miss fine-grained quality criteria. 2. **[SafeAgent: Safeguarding LLM Agents via an Automated Risk Simulator](https://md.research.elamur.ai/free/en/papers/zhou-2026-safeagent-safeguarding-llm-agents-automated/)** *(2026 · 1 citation)* LLM agents that call tools over multiple turns can cause real damage, such as deleted data or leaked private information. 3. **[LearnerCoMPASS: Intelligent Tutoring System with Dynamic Cognitive Diagnosis and Multi-Model Path Planning](https://md.research.elamur.ai/free/en/papers/sheng-2026-learnercompass-intelligent-tutoring-system-dynamic/)** *(2026)* LearnerCoMPASS addresses adaptive learning path recommendation in STEM subjects. In this setting, LLM-based tutors have three weaknesses: they track a learner's changing knowledge too slowly, they invent facts, and they plan curricula with little foresight. The authors propose a closed-loop, end-to-end tutoring… ## All works 6 works of theirs in our library, the most cited first; 3 with a page here, the others link their original until we summarise them. 1. **[Masked Diffusion Transformer is a Strong Image Synthesizer ↗](https://doi.org/10.1109/iccv51070.2023.02117) IEEE/CVF International Conference on Computer Vision (ICCV) · no summary yet**Shanghua Gao et al.*2023 · 103 citations* 2. [**MLLM-as-a-Judge: Assessing Multimodal LLM-as-a-Judge with Vision-Language Benchmark arXiv:2402.04788**Dongping Chen, Ruoxi Chen, Shilin Zhang, et al.*2024 · 60 citations*](https://md.research.elamur.ai/free/en/papers/chen-2024-mllm-judge-assessing-multimodal-llm/) 3. **[DPlis: Boosting Utility of Differentially Private Deep Learning via Randomized Smoothing ↗](https://doi.org/10.2478/popets-2021-0065) Proceedings on Privacy Enhancing Technologies · no summary yet**Wenxiao Wang et al.*2021 · 8 citations* 4. **[Interleaved Scene Graphs for Interleaved Text-and-Image Generation Assessment ↗](https://arxiv.org/abs/2411.17188) arXiv (Cornell University) · no summary yet**Dongping Chen et al.*2024 · 6 citations* 5. **[SafeAgent: Safeguarding LLM Agents via an Automated Risk Simulator](https://md.research.elamur.ai/free/en/papers/zhou-2026-safeagent-safeguarding-llm-agents-automated/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Xueyang Zhou, Weidong Wang, Lin Lu, et al.*2026 · 1 citation* 6. **[LearnerCoMPASS: Intelligent Tutoring System with Dynamic Cognitive Diagnosis and Multi-Model Path Planning](https://md.research.elamur.ai/free/en/papers/sheng-2026-learnercompass-intelligent-tutoring-system-dynamic/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Ziji Sheng, Guiyao Tie, Weidong Wang, et al.*2026* ## Co-authors here 9 co-authors with a page, the most papers together first. - [Guiyao Tie](https://md.research.elamur.ai/free/en/authors/guiyao-tie/) ×2 - [Lichao Sun](https://md.research.elamur.ai/free/en/authors/lichao-sun/) ×2 - [Weidong Wang](https://md.research.elamur.ai/free/en/authors/weidong-wang/) ×2 - [Daizong Liu](https://md.research.elamur.ai/free/en/authors/daizong-liu/) - [Dongping Chen](https://md.research.elamur.ai/free/en/authors/dongping-chen/) - [Neil Zhenqiang Gong](https://md.research.elamur.ai/free/en/authors/neil-zhenqiang-gong/) - [Qihui Zhang](https://md.research.elamur.ai/free/en/authors/qihui-zhang/) - [Shilin Zhang](https://md.research.elamur.ai/free/en/authors/shilin-zhang/) - [Yao Wan](https://md.research.elamur.ai/free/en/authors/yao-wan/) ## 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/) ×2 - IEEE/CVF International Conference on Computer Vision (ICCV) - Proceedings on Privacy Enhancing Technologies ## Cited by Papers of our library cite their works 76 times (of the 149,439 papers whose bibliographies we read); [10 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/pan-zhou/cited-by/). Updated 1 November 2026