崔员宁，2025年博士毕业于南京大学计算机学院，近年来主要从事知识图谱与大语言模型相关研究，近五年发表学术论文二十余篇，包括一作CCF-A类论文6篇和CCF-B类论文3篇，代表一作论文获欧洲科学院、英国皇家工程院、加拿大工程院、澳大利亚科学院、香港工程科学院等多位院士及多位ACM、IEEE fellow论文的引用与讨论。另外，担任IEEE TKDE、IEEE TNNLS、NeurIPS、KDD、AAAI、IJCAI、ACL等CCF-A类顶级期刊会议审稿人。教育部重点领域知识工程虚拟教研室成员。

招生信息：

本科生：1. 论文方向：合作撰写高水平论文（CCF-A/B，SCI一/二区）。欢迎大二大三的同学入组参与科研日常，期待合作发表高质量论文。 2. 竞赛方向：为软件、创新创业类竞赛和大创等（大模型、Agent相关题目）提供指导。

硕士生：计划招收2027级硕士生，欢迎保研和考研的同学提前联系我（yncui@nuist.edu.cn)。暂无招收国际学生的计划。

主持/参与项目：

- 获批主持江苏省青年基金项目（2026.07-2029.06）

- 获批主持国家自然科学基金青C项目 （2027.01-2029.12)；

- 主持南京大学计算机软件新技术全国重点实验室开放基金课题（2026.06 - 2028.05）；

- 主持南京信息工程大学人才引进基金项目（2026.04 - 2029.03）；

- 主持并结题江苏省研究生科研创新计划项目（2023.04 - 2024.03）；

- 参与国家自然科学基金面上项目，以及与腾讯、华为、国家电网等企业合作的多个基金项目。

近五年发表成果（谷歌学术）：

2026年

- Yuanning Cui, Zequn Sun, Wei Hu, Zhangjie Fu. KGFR: A Foundation Retriever for Generalized Knowledge Graph Question Answering.  (TKDE 2026)，CCF-A类国际期刊，SCI一区Top，三高T1类

- Yuanning Cui, Zequn Sun, Wei Hu, Kexuan Xin, Zhangjie Fu. Breaking the Reasoning Horizon in Entity Alignment Foundation Models. (IJCAI 2026), CCF-B类国际会议，三高T1类

- Xiaohui Zhang, Zequn Sun, Chengyuan Yang, Yuanning Cui, Lingbing Guo, Wei Hu. Toward Effective and Reliable LLM Agents via Dynamic Ontology. arXiv preprint arXiv:2608.22974

- Feiyang Ren, Shengtao Wen, Lingbing Guo, Yu Tian, Yuanning Cui, Xiang Chen. When Entropy Is Not Enough: Reclaiming Lost Semantics in LLM Output Length Prediction. arXiv preprint arXiv:2608.15592

- Jinmeng Ye, Jing Li, Yuanning Cui, Jiaqi Zhang, Ming Wang. CONFIDE: Multimodal Conflict-aware Microservice Extraction via Evidential Deep Learning. ICSME 2026录用. CCF-B类国际会议

- Ming Wang, Jing Li, Yuanning Cui. MS-STNet: Multi-scale Spatio-Temporal Modeling for Multivariate Time Series Anomaly Detection. International Conference on Database Systems for Advanced Applications (DASFAA 2026). CCF-B类国际会议

- Jiaqi Zhang, Jing Li,  Yuanning Cui,  Fei Li, Ming Wang, Luhang Wang. TECamba: Transfer entropy-based causal modeling for anomaly detection in nonstationary time series. (Neurocomputing 2026) Volume 684. JCR一区；SCI二区

- Xingyu Chen, Yuanning Cui, Zequn Sun, Wei Hu.  Harnessing Structural Context for Entity Alignment Foundation Models. CoRR abs/2606.06109 (2026)

- Xianya Fang, Xianying Luo, Yadong Wang, Xiang Chen, Yu Tian, Zequn Sun, Rui Liu, Jun Fang, Naiqiang Tan, Yuanning Cui, Sheng-Jun Huang. SafeThinker: Reasoning about Risk to Deepen Safety Beyond Shallow Alignment. CoRR abs/2601.16506 (2026)

2025年

- Yuanning Cui, Zequn Sun, Wei Hu. Transfer-and-fusion: Integrated link prediction across knowledge graphs. IEEE Transactions on Knowledge and Data Engineering (TKDE 2025): 3062-3074. CCF-A类国际期刊，SCI一区Top，三高T1类

- Yang Liu, Zequn Sun, Zhoutian Shao, Yuanning Cui, Wei Hu. Are LLMs Really Knowledgeable for Knowledge Graph Completion?. International Semantic Web Conference (ISWC 2025). Cham: Springer Nature Switzerland, 2025: 77-95. CCF-B类国际会议

- Qiaosheng Chen, Kaijia Huang, Xiao Zhou, Weiqing Luo, Yuanning Cui, Gong Cheng. Benchmarking recommendation, classification, and tracing based on hugging face knowledge graph[C]. Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2025).CCF-A类国际会议

- Yang Liu, Xiaoxia Jiang, Yuanning Cui, Yu Wang, Wei Hu. Missing data recovery for heterogeneous graphs with incremental multi-source data fusion. Frontiers of Computer Science (FCS 2025). CCF-B类国际期刊

2024年

- Yuanning Cui, Zequn Sun, Wei Hu. A prompt-based knowledge graph foundation model for universal in-context reasoning. Advances in Neural Information Processing Systems 37 (NeurIPS 2024): 7095-7124. CCF-A类国际会议，三高T1类

- 崔员宁,孙泽群,胡伟.基于规则提示的知识图谱通用推理预训练模型（A Pre-trained Universal Knowledge Graph Reasoning Model Based on Rule Prompts）. 计算机研究与发展,2024,61(08):2030-2044. CCF-A类中文期刊

- Zhoutian Shao, Yuanning Cui, Wei Hu. Expanding the scope: inductive knowledge graph reasoning with multi-starting progressive propagation. International Semantic Web Conference (ISWC 2024): 41-58. CCF-B类国际会议

2023年

- Yuanning Cui, Yuxin Wang, Zequn Sun, Wenqiang Liu, Yiqiao Jiang, Kexin Han, Wei Hu. Lifelong embedding learning and transfer for growing knowledge graphs. Proceedings of the AAAI Conference on Artificial Intelligence 37 (AAAI 2023): 4217-4224. CCF-A类国际会议，三高T1类

- Wenzheng Zhao, Yuanning Cui, Wei Hu. Improving continual relation extraction by distinguishing analogous semantics. The 61st Annual Meeting Of The Association For Computational Linguistics (ACL 2023): 1162-1175. CCF-A类国际会议

- 孙泽群,崔员宁,胡伟.基于链接实体回放的多源知识图谱终身表示学习（Lifelong Representation Learning on Multi-sourced Knowledge Graphs via Linked Entity Replay）.软件学报,2023,34(10):4501-4517. CCF-A类中文期刊

2022年

- Yuanning Cui, Yuxin Wang, Zequn Sun, Wenqiang Liu, Yiqiao Jiang, Kexin Han, Wei Hu. Inductive knowledge graph reasoning for multi-batch emerging entities. Proceedings of the 31st ACM International Conference on Information & Knowledge Management (CIKM 2022): 335-344. CCF-B类国际会议

- 崔员宁,李静,陈琰,等.TransPath:一种基于深度迁移强化学习的知识推理方法[J].小型微型计算机系统,2022,43(03):536-543. CCF-B类中文期刊

- 崔员宁,李静,沈力,等.Duration-HyTE:基于持续时间建模的时间感知知识表示学习方法[J].计算机研究与发展,2020,57(06):1239-1251. CCF-A类中文期刊

- Yuxin Wang, Yuanning Cui, Wenqiang Liu, Zequn Sun, Yiqiao Jiang, Kexin Han, Wei Hu.  Facing changes: continual entity alignment for growing knowledge graphs. International Semantic Web Conference (ISWC 2022): 196-213. CCF-B类国际会议

- Xin Liu, Jing Li, Yuanning Cui, Wei Zhu, Luhong Qian. MAFT: An Image Super-Resolution Method Based on Mixed Attention and Feature Transfer. Asia-Pacific Web (APWeb) and Web-Age Information Management (WAIM) Joint International Conference on Web and Big Data (APWeb 2022): 511-519. CCF-C类国际会议