About Me


From July 2023, I am an Assistant Professor (特聘副教授) in School of Computer Science at Hangzhou Dianzi University, work in Knowledge Graph and Brain-inspired Intelligence Group.

Sep. 2018 ~ June 2023, Ph.D student in Zhejiang University, advised by Prof. Huajun Chen.

Sep. 2014 ~ June 2018, B.S. student in Hohai University, advised by Dr. Ning Sun.

Research Interests


Knowledge Graph and Ontology, Zero/Few-shot Learning, Graph-based Reasoning, Neuro-Symbolic AI, XAI and related applications.


In my Ph.D life, I focus on Knowledge-driven Zero-shot Learning, with the help of Dr. Jiaoyan Chen from University of Oxford and The University of Manchester, Prof. Jeff Z. Pan from The University of Edinburgh, and Dr. Wen Zhang from Zhejiang University.

Recent News


08/2023 - Tutorial Knowledge-aware Zero-shot Learning (K-ZSL): Concepts, Methods and Resources (extend) was successfully present at IJCAI'23, in Macao, China.

10/2022 - Tutorial Knowledge-aware Zero-shot Learning (K-ZSL): Concepts, Methods and Resources was successfully present at ISWC'22, online.

Invited Talks and Tutorials


Invited Talks "Rethinking Inductive KG Reasoning with Large Language Models (大模型时代下的知识图谱归纳式推理)", The 4-th Data Intelligence and Knowledge Service Symposium (DIKS 2023, 第四届数据智能与知识服务研讨会), Wuhan, China. 10/2023. [Slides].

Tutorial in IJCAI 2023. Knowledge-aware Zero-shot Learning (K-ZSL): Concepts, Methods and Resources (extend). Yuxia Geng, Zhuo Chen, Jiaoyan Chen, Wen Zhang, Jeff Z. Pan. Macao, China. 08/2023.

Tutorial in ISWC 2022. Knowledge-aware Zero-shot Learning (K-ZSL): Concepts, Methods and Resources. Jiaoyan Chen, Yuxia Geng, Yufeng Huang, Huajun Chen. Online. 10/2022.

Invited Talks "Knowledge Graph meets Low Resource Learning (知识图谱与低资源学习)", Chongqing University, Chongqing, China. 12/2020. [Slides].

Publications


Papers [Google Scholar]

2023

Yuxia Geng, Jiaoyan Chen, Jeff Z. Pan, Mingyang Chen, Song Jiang, Wen Zhang, Huajun Chen, "Relational Message Passing for Fully Inductive Knowledge Graph Completion [C]", ICDE 2023 (CCF-A). [Paper] [Code]

Yuxia Geng, Jiaoyan Chen, Xiang Zhuang, Zhuo Chen, Jeff Z. Pan, Juan Li, Zonggang Yuan, Huajun Chen, "Benchmarking Knowledge-driven Zero-shot Learning [J]", Journal of Web Semantics 2023 (CCF-B). [Paper] [Code]

Jiaoyan Chen, Yuxia Geng, Zhuo Chen, Jeff Z. Pan, Yuan He, Wen Zhang, Ian Horrocks, Huajun Chen, "Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive Survey [J]", Proceedings of the IEEE 2023 (CCF-A). [Paper]

Mingyang Chen, Wen Zhang, Yuxia Geng, Zezhong Xu, Jeff Z Pan, Huajun Chen, "Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs [C]", IJCAI 2023 (CCF-A). [Paper]

Jiaoyan Chen, Yuan He, Yuxia Geng, Ernesto Jimenez-Ruiz, Hang Dong, Ian Horrocks, "Contextual Semantic Embeddings for Ontology Subsumption Prediction [J]", World Wide Web Journal 2023 (CCF-B). [Paper]

Zhuo Chen, Yufeng Huang, Jiaoyan Chen, Yuxia Geng, Wen Zhang, Yin Fang, Jeff Z Pan, Huajun Chen, "Duet: Cross-modal semantic grounding for contrastive zero-shot learning [C]", AAAI 2023 (CCF-A). [Paper]

Wen Zhang, Yushan Zhu, Mingyang Chen, Yuxia Geng, Yufeng Huang, Yajing Xu, Wenting Song, Huajun Chen, "Structure Pretraining and Prompt Tuning for Knowledge Graph Transfer [C]", WWW 2023 (CCF-A). [Paper]

Zhuo Chen, Wen Zhang, Yufeng Huang, Mingyang Chen, Yuxia Geng, Hongtao Yu, Zhen Bi, Yichi Zhang, Zhen Yao, Wenting Song, Xinliang Wu, Yi Yang, Mingyi Chen, Zhaoyang Lian, Yingying Li, Lei Cheng, Huajun Chen, "Tele-knowledge pre-training for fault analysis [C]", ICDE 2023 (CCF-A). [Paper]

Zhuo Chen, Jiaoyan Chen, Wen Zhang, Lingbing Guo, Yin Fang, Yufeng Huang, Yichi Zhang, Yuxia Geng, Jeff Z Pan, Wenting Song, Huajun Chen, "Meaformer: Multi-modal entity alignment transformer for meta modality hybrid [C]", ACM MM 2023 (CCF-A). [Paper]


2022

Yuxia Geng, Jiaoyan Chen, Wen Zhang, Yajing Xu, Zhuo Chen, Jeff Z. Pan, Yufeng Huang, Feiyu Xiong, Huajun Chen, "Disentangled Ontology Embedding for Zero-shot Learning [C]", KDD 2022 (CCf-A). [Paper] [Code]

Zhuo Chen, Yufeng Huang, Jiaoyan Chen, Yuxia Geng, Yin Fang, Jeff Z Pan, Ningyu Zhang, Wen Zhang, "Lako: Knowledge-driven visual question answering via late knowledge-to-text injection [C]", IJCKG 2022 (CCf-A). [Paper]


2021

Yuxia Geng, Jiaoyan Chen, Zhuo Chen, Jeff Z. Pan, Zhiquan Ye, Zonggang Yuan, Yantao Jia and Huajun Chen, "OntoZSL: Ontology-enhanced Zero-shot Learning [C]", WWW 2021 (CCF-A). [Paper] [Code]

Yuxia Geng, Jiaoyan Chen, Zhiquan Ye, Zonggang Yuan, Wei Zhang and Huajun Chen, "Explainable Zero-shot Learning via Attentive Graph Convolutional Network and Knowledge Graphs [J]", Semantic Web Journal (SWJ) 2021 (IF=3.524). [Paper] [Code]

Jiaoyan Chen, Yuxia Geng, Zhuo Chen, Ian Horrocks, Jeff Z. Pan and Huajun Chen, "Knowledge-aware Zero-Shot Learning: Survey and Perspective [C]", IJCAI 2021 Survey Track (CCF-A). [Paper]

Zhuo Chen, Jiaoyan Chen, Yuxia Geng, Jeff Z. Pan, Zonggang Yuan, and Huajun Chen, "Zero-Shot Visual Question Answering Using Knowledge Graph [C]", ISWC 2021 (CCF-B). [Paper] [Code]


2020 and before

Jiaoyan Chen, Freddy Lecue, Yuxia Geng, Jeff Z. Pan and Huajun Chen, "Ontology-guided Semantic Composition for Zero-shot Learning [C]", KR 2020 (CCF-B). [Paper]

Zhiyuan Ye, Yuxia Geng, Jiaoyan Chen, Jinmin Chen, Huajun Chen, et al, "Zero-shot Text Classification via Reinforced Self-training [C]", ACL 2020 (CCF-A). [Paper]

Yuxia Geng, Jiaoyan Chen, Ernesto Jimenez-Ruiz and Huajun Chen, "Human-centric Transfer Learning Explanation via Knowledge Graph [C]", AAAI 2019 (CCF-A). [Paper]


Patents

"一种基于知识图谱的生成式零样本预测方法", 陈华钧, 耿玉霞, 陈卓, 叶志权. 授权.

"结合语义的网络故障关联规则生成方法和网络故障检测方法", 陈华钧, 周虹廷, 耿玉霞. 授权.

" 一种基于本体适配器的零样本知识图谱补全方法", 陈华钧, 耿玉霞, 庄祥, 张文. 受理.

Technical Report

Projects


2019.09 - 2022.12,华为校企合作项目《电信域网络故障诊断与根因分析》,前沿技术预言,项目成员

2022.04 - 2022.07,阿里巴巴创新研究课题《电力系统调度文本推理》,算法落地,实习生

 

Academic Activities


Reviewer of Journal of Web Semantics, ISWC, ESWC, CCKS, etc.

Awards


2023.03,浙江大学优秀毕业生

浙江大学三好研究生、优秀研究生

浙江大学华为专项奖学金、陈天洲奖学金、龙湖奖学金

2018.06,河海大学优秀毕业生

2017.09,国家奖学金

2017.05,江苏省省三好学生

2016.09,河海大学严恺奖学金

2016.08,"中国软件杯"大学生软件设计大赛,全国一等奖

2016.07,全国大学生智能互联创新应用设计大赛,全国一等奖