A few selected recent publications by the team.
  • Zezhong Xu, Wen Zhang, Peng Ye, Hui Chen, Huajun Chen*. Neural-Symbolic Entangled Framework for Complex Query Answering. NeurIPS2022
  • Xiang Chen, Lei Li, Ningyu Zhang, Xiaozhuan Liang, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen*. Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning. NeurIPS2022
  • Xin Shao , Chengyu Li , Haihong Yang , Xiaoyan Lu , Jie Liao , Penghui Yang , Huajun Chen*, Xiao Xu*,Xiaohui Fan*. Knowledge-graph-based cell-cell communication inference for spatially resolved transcriptomic data with SpaTalk. Nature Communications. 2022. (IF=17.69)
  • Mingyang Chen, Wen Zhang, Zonggang Yuan, Yantao Jia, Huajun Chen*. Federated Knowledge Graph Completion via Embedding-Contrastive Learning. Knowledge-Based Systems. (IF=8.038)
  • Yuxia Geng,Jiaoyan Chen,Wen Zhang,Zhuo Chen,Jeff Z. Pan,Feiyu Xiong,Huajun Chen*. Disentangled Ontology Embedding for Zero-shot Learning. KDD2022.
  • Lingbing Guo,Zequn Sun,Mingyang Chen,Wei Hu,Qiang Zhang,Huajun Chen*. Understanding and Improving Knowledge Graph Embedding for Entity Alignment. International Conference on Machine Learning (ICML2022)
  • Mingyang Chen,Wen Zhang,Zhen Yao,Fei Huang,Huajun Chen*. Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting. The 31st International Joint Conference on Artificial Intelligence (IJCAI2022) (CCF A).
  • Xiang Chen, Ningyu Zhang, Lei Li, Shumin Deng, Chuanqi Tan, Changliang Xu, Fei Huang, Luo Si and Huajun Chen*. Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion. The 45th International ACM Conference on Research and Development in Information Retrieval. SIGIR2022 Long paper (CCF A).
  • Lingbing Guo, Yuqiang Han, Qiang Zhang, Huajun Chen*. Deep Reinforcement Learning for Entity Alignment. ACL2022.
  • Mingyang Chen, Wen Zhang, Yushan Zhu, Hongting Zhou, Zonggang Yuan, Changliang Xu and Huajun Chen*. Meta-Knowledge Transfer for Inductive Knowledge Graph Embedding. SIGIR2022 Long paper (CCF A).
  • Ningyu Zhang, Zhen Bi, Xiaozhuan Liang, Siyuan Cheng, Haosen Hong, Shumin Deng, Qiang Zhang, Jiazhang Lian, Huajun Chen*. OntoProtein: Protein Pretraining With Gene Ontology Embedding. Tenth International Conference on Learning Representations. ICLR2022. (CORE A*)
  • Ningyu Zhang, Luoqiu Li, Xiang Chen, Shumin Deng, Zhen Bi, Chuanqi Tan, Fei Huang, Huajun Chen*. Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners.. Tenth International Conference on Learning Representations. ICLR2022. (CORE A*)
  • Hongbin Ye, Ningyu Zhang, Shumin Deng, Xiang Chen, Hui Chen, Feiyu Xiong, Xi Chen and Huajun Chen*. Ontology-enhanced Prompt-tuning for Few-shot Learning. TheWebConference. WWW2022. (CCF A)
  • Xiang Chen, Ningyu Zhang, Xin Xie, Shumin Deng, Yunzhi Yao, Chuanqi Tan, Fei Huang, Luo Si and Huajun Chen*. KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction. TheWebConference. WWW2022. (CCF A)
  • Yin Fang, Qiang Zhang, Haihong Yang, Xiang Zhuang, Shumin Deng, Wen Zhang, Ming Qin, Zhuo Chen, Xiaohui Fan, Huajun Chen*. Molecular Contrastive Learning with Chemical Element Knowledge Graph. AAAI2022. (CCF A).
  • Mingyang Chen, Wen Zhang, Zonggang Yuan, Yantao Jia, and Huajun Chen*. FedE: Embedding Knowledge Graphs in Federated Setting. The 10th International Joint Conference on Knowledge Graphs. IJCKG2021. (Best Paper Award)
  • Xin Shao, Haihong Yang, Xiang Zhuang, Jie Liao, Huajun Chen*, Xiaohui Fan*. scDeepSort: a Pre-trained Cell-type Annotation Method for Single-cell Transcriptomics using Deep Learning with a Weighted Graph Neural Network. Nucleic Acids Research. 2021. (IF=16.971)
  • Ningyu Zhang, Shumin Deng, Huajun Chen*. AliCG: Fine-grained and Evolable Conceptual Graph Construction for Semantic Search at Alibaba. KDD2021. (CCF A).
  • Xiang Chen, Ningyu Zhang, Huajun Chen*. Document-level Relation Extraction as Semantic Segmentation. IJCAI2021. (CCF A).
  • Ningyu Zhang, Shumin Deng, Luoqiu Li, Huajun Chen*. Drop Redundant Shrink Irrelevant: Selective Knowledge Injection for Language Model Pretrain. IJCAI2021. (CCF A).
  • Jiaoyan Chen,Yuxia Geng,Zhuo Chen,Ian Horrocks,Jeff Z. Pan and Huajun Chen*. Knowledge-aware Zero-Shot Learning: Survey and Perspective. IJCAI2021 Survey Track. (CCF A).
  • Yuxia Geng, Jiaoyan Chen, Zhuo Chen, Jeff Z. Pan, Zhiquan Ye, Zonggang Yuan, Yantao Jia and Huajun Chen*. OntoZSL: Ontology-enhanced Zero-shot Learning. TheWebConference. WWW2021. (CCF A)
  • Wen Zhang, Ganqiang Ye, Wei Zhang, Huajun Chen*. Billion-scale Pre-trained E-commerce Knowledge Graph Model. ICDE2021.(CCF A)
  • Hongbin Ye, Ningyu Zhang, Fei Huang, Huajun Chen*. Contrastive Triple Extraction with Generative Transformer. AAAI2021. (CCF A)
  • Zhiyuan Ye, Yuxia Geng, Jiaoyan Chen, Jinmin Chen, Huajun Chen*. Zero-shot Text Classification via Reinforced Self-training. Annual Conference of the Association for Computational Linguistics. ACL2021 main conference. (CCF A)
  • Ningyu Zhang,Shumin Deng, Wei Zhang, and Huajun Chen*. Relation Adversarial Network for Low Resource Knowledge Graph Completion. WWW2020.(CCF A)
  • Jiaoyan Chen, Freddy Lecue, Yuxia Geng, Jeff Z. Pan and Huajun Chen. Ontology-guided Semantic Composition for Zero-shot Learning. 17th International Conference on Principles of Knowledge Representation and Reasoning. KR2020 (CORE A*)
  • Mingyang Chen, Wen Zhang, Wei Zhang, Qiang Chen and Huajun Chen*. Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs. International Conference on Empirical Methods in Natural Language Processing, EMNLP2019.
  • Jiaoyan Chen, Freddy Lécué, Jeff Z. Pan, and Huajun Chen. Augmenting Transfer Learning with Semantic Reasoning. 28th International Joint Conference on Artificial Intelligence. IJCAI2019. (CCF A)
  • Wen Zhang, Bibek Paudel, Jiaoyan Chen, Wei Zhang, Abraham Bernstein, Huajun Chen*. Iteratively Learning Embeddings and Rules for Knowledge Graph Reasoning. TheWebConference. WWW2019 Research Track. (CCF A)
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