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.
Github code:
https://github.com/ZJU-Fangyin/KCL
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片11.png)
Yushan Zhu, Wen Zhang, Mingyang Chen, Hui Chen, Xu Cheng, Wei Zhang, Huajun Chen . DualDE: Dually Distilling Knowledge Graph Embedding for Faster and Cheaper Reasoning. The 15th ACM International Conference on Web Search and Data Mining. WSDM 2022.
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片2.png)
Hongbin Ye, Ningyu Zhang, Zhen Bi, Shumin Deng, Chuanqi Tan, Hui Chen, Fei Huang, Huajun Chen . Learning to Ask for Data-Efficient Event Argument Extraction. AAAI 2022
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).
Github code:
https://github.com/zjukg/OntoZSL
Shumin Deng, Ningyu Zhang, Hui Chen, Chuanqi Tan, Fei Huang, Changliang Xu, Huajun Chen
.
Low-resource Extraction with Knowledge-aware Pairwise Prototype Learning. Knowledge-based Systems
(IF=8.038) . 2021
Github code:
https://github.com/zjunlp/K-HPN
Ningyu Zhang, Qianghuai Jia, Shumin Deng, Xiang Chen, Hongbin Ye, Hui Chen, Huaixiao Tou, Zhao Wang, Nengwei Hua, and
Huajun Chen* ,
AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba,KDD2021.(CCF A).
Github code:
https://github.com/alibaba-research/ConceptGraph
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片8.png)
Wen Zhang, Chi-Man Wong, Ganqiang Ye, Bo Wen, Wei Zhang, Huajun Chen . Billion-scale Pre-trained E-commerce Product Knowledge Graph Model. 2021 IEEE 37th International Conference on Data Engineering ICDE2021.(CCF A).
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片3.png)
Ningyu Zhang, Hongbin Ye, Shumin Deng, Chuanqi Tan, Mosha Chen, Songfang Huang, Fei Huang, and Huajun Chen* , Contrastive Information Extraction with Generative Transformer, IEEE/ACM Transactions on Audio, Speech and Language Processing(IF=3.919) ,2021
Yushan Zhu, Huaixiao Tou, Wen Zhang, Ganqiang Ye, Wei Zhang, Ningyu Zhang, Huajun Chen
.
Knowledge Perceived Multi-modal Pretraining in E-commerce. Proceedings of the 29th ACM International Conference on Multimedia. ACM MM 2021.(CCF A).
Github code:
https://github.com/zjukg/K3M
Xin Xie, Xiangnan Chen, Yong Wang, Ningyu Zhang, Shumin Deng, Huajun Chen
, ZJUKLAB at SemEval-2021 Task 4:
Negative Augmentation with Language Model for Reading Comprehension of Abstract Meaning, SemEval 2021
Github code:
https://github.com/zjunlp/SemEval2021Task4
Shumin Deng, Ningyu Zhang, Luoqiu Li, Hui Chen, Huaixiao Tou, Mosha Chen, Fei Huang, Huajun Chen*
,
OntoED: Low-resource Event Detection with Ontology Embedding.ACL 2021.(CCF A).
Github code:
https://github.com/zjunlp/OntoED
Dongfang Lou, Zhilin Liao, Shumin Deng, Ningyu Zhang, Huajun Chen
.
MLBiNet: A Cross-Sentence Collective Event Detection Network, ACL2021.(CCF A).
Github code:
https://github.com/zjunlp/DocED
Ningyu Zhang, Xiang Chen, Xin Xie, Shumin Deng, Chuanqi Tan, Mosha Chen, Fei Huang, Luo Si, and Huajun Chen*
,
Document-level Relation Extraction as Semantic Segmentation, IJCAI2021.(CCF A).
Github code:
https://github.com/zjunlp/DocuNet
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片9.png)
Ningyu Zhang, Shumin Deng, Xu Cheng, Xi Chen, Yichi Zhang, Wei Zhang, and Huajun Chen* , Drop Redundant, Shrink Irrelevant: Selective Knowledge Injection for Language Pretraining, IJCAI2021
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片11-1.png)
Hongbin Ye, Ningyu Zhang, Shumin Deng, Mosha Chen, Chuanqi Tan, Fei Huang, Huajun Chen , Contrastive Triple Extraction with Generative Transformer. AAAI2021. (CCF A).
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片12.png)
Ningyu Zhang, Shumin Deng, Hongbin Ye, Wei Zhang, and Huajun Chen* , Robust Triple Extraction with Cascade Bidirectional Capsule Network. Expert Systems With Applications(IF=6.954). 2021
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片9-1.png)
Chi-Man Wong, Fan Feng, Wen Zhang, Chi-Man Vong, Hui Chen, Yichi Zhang, Peng He, Huan Chen, Kun Zhao, Huajun Chen . Improving Conversational Recommender System by Pretraining Billion-scale Knowledge Graph. 2021 IEEE 37th International Conference on Data Engineering ICDE2021.(CCF A).
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. Semantic Web Journal (SWJ)(IF=3.524) 2021.
Github code:
https://github.com/genggengcss/X-ZSL
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片17.png)
Jiaoyan Chen, Yuxia Geng, Zhuo Chen, Ian Horrocks, Jeff Z. Pan and Huajun Chen . Knowledge-aware Zero-Shot Learning: Survey and Perspective. The 30th International Joint Conference on Artificial Intelligence (IJCAI 2021) Survey Track.(CCF A).
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片19.png)
Juan Li, Ruoxu Wang, Ningyu Zhang, Wen Zhang, Fan Yang, Huajun Chen . Logic-guided Semantic Representation Learning for Zero-Shot Relation Classification. The 28th International Conference on Computational Linguistics (COLING 2020)
Ningyu Zhang, Shumin Deng, Wei Zhang, and Huajun Chen*
,
Relation Adversarial Network for Low Resource Knowledge Graph Completion, WWW2020.(CCF A).
Github code:
https://github.com/zxlzr/RAN
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片6-1.png)
Jiaojian Kang, Wen Zhang, Hao Kong, Wei Zhang, Huajun Chen . Learning Rule Embeddings over Knowledge Graphs: A Case Study from E-Commerce Entity Alignment. Companion Proceedings of the Web Conference 2020. WWW2020.(CCF A).
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片13-1.png)
Zhiyuan Ye, Yuxia Geng, Jiaoyan Chen, Jinmin Chen, Huajun Chen , et al. Zero-shot Text Classification via Reinforced Self-training. The 58th Annual Meeting of the Association for Computational Linguistics (ACL 2020).(CCF A).
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片14.png)
Jiaoyan Chen, Freddy Lecue, Yuxia Geng, Jeff Z. Pan and Huajun Chen . Ontology-guided Semantic Composition for Zero-shot Learning. The 17th International Conference on Principles of Knowledge Representation and Reasoning (KR 2020).
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片17-1.png)
Ningyu Zhang, Shumin Deng, Juan Li, Xi Chen, Wei Zhang, Huajun Chen* , Summarizing Chinese Medical Answer with Graph Convolution Networks and Question-focused Dual Attention,International Conference on Empirical Methods in Natural Language Processing. EMNLP2020
Ningyu Zhang, Shumin Deng, Zhen Bi, Haiyang Yu, Jiacheng Yang, Mosha Chen, Fei Huang, Wei Zhang, Huajun Chen*
,
OpenUE: An Open Toolkit of Universal Extraction from Text.International Conference on Empirical Methods in Natural Language Processing .EMNLP2020
Github Code:
https://github.com/zjunlp/OpenUE
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片14-1.png)
Shumin Deng, Ningyu Zhang, Zhanlin Sun, Jiaoyan Chen, Huajun Chen* , Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-shot Event Detection,ACM International Conference on Web Search and Data Mining. WSDM 2020.
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片19-1.png)
Shumin Deng, Ningyu Zhang, Wen Zhang, Jiaoyan Chen, Jeff Z. Pan, and Huajun Chen* , Knowledge-Driven Stock Trend Prediction and Explanation via Temporal Convolution Network. First International Workshop on Knowledge Graph Technologies and Applications at WWW 2019.
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片20.png)
Ningyu Zhang, Shumin Deng, Zhanlin Sun, Guanying Wang, Xi Chen, Wei Zhang and Huajun Chen , Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Network. NAACL2019 Research Track.
Wen Zhang, Bibek Paudel, Liang Wang, Jiaoyan Chen, Hai Zhu, Wei Zhang, Abraham Bernstein, Huajun Chen
.
Iteratively learning embeddings and rules for knowledge graph reasoning. TheWebConference. WWW2019 Research Track.(CCF A).
Github code:
https://github.com/zjukg/IterE
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片5-1.png)
Wen Zhang, Bibek Paudel, Wei Zhang, Abraham Bernstein, Huajun Chen
.
Interaction embeddings for prediction and explanation in knowledge graphs. ACM International Conference on Web Search and Data Mining. WSDM2019: 96-104(CCF B)
Github code:
https://github.com/zjukg/CrossE
Mingyang Chen, Wen Zhang, Wei Zhang, Qiang Zhang, Huajun Chen
.
Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs. International Conference on Empirical Methods in Natural Language Processing, EMNLP2019.
Github code:
https://github.com/AnselCmy/MetaR
Ningyu Zhang, Shumin Deng, Zhanling Sun, Xi Chen, Wei Zhang, Huajun Chen*
,
Attention-Based Capsule Network with Dynamic Routing for Relation Extraction. EMNLP 2018: 986-992
Github code:
https://github.com/zjunlp/DeepKE
![](http://ali.openkg.org/wp-content/uploads/2021/12/图片3-1.png)
Guanying Wang, Wen Zhang, Ruoxu Wang, Yalin Zhou, Xi Chen, Wei Zhang, Hai Zhu, Huajun Chen . Label-free distant supervision for relation extraction via knowledge graph embedding. EMNLP 2018: 2246-2255
![](http://ali.openkg.org/wp-content/uploads/2021/12/QQ截图20211130174857.png)
Jiaoyan Chen, Freddy Lécué, Jeff Z. Pan, Huajun Chen* : Learning from Ontology Streams with Semantic Concept Drift. IJCAI 2017: 957-963 (CCF A)