2021
Jiaming Shen , Wenda Qiu, Yu Meng, Jingbo Shang, Xiang Ren, and Jiawei Han. TaxoClass: Hierarchical Multi-Label Text Classification Using Only Class Names , In Proc. of The 2021 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2021 ).
Jieyu Zhang, Xiangchen Song, Ying Zeng, Jiaze Chen, Jiaming Shen , Yuning Mao, and Lei Li. Taxonomy Completion via Triplet Matching Network , In Proc. of The 35th AAAI Conference on Artificial Intelligence (AAAI 2021 ).
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2020
Jiaming Shen* , Wenda Qiu*, Jingbo Shang, Michelle Vanni, Xiang Ren, and Jiawei Han. SynSetExpan: An Iterative Framework for Joint Entity Set Expansion and Synonym Discovery , In Proc. of The 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP 2020 ).
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Jiaming Shen , Heng Ji, and Jiawei Han. Near-imperceptible Neural Linguistic Steganography via Self-Adjusting Arithmetic Coding , In Proc. of The 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP 2020 ).
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Jiaming Shen , Zhihong Shen, Chenyan Xiong, Chi Wang, Kuansan Wang, and Jiawei Han. TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network , In The 31st International Conference in the Web (WWW 2020 ).
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Yunyi Zhang, Jiaming Shen , Jingbo Shang, and Jiawei Han. Empower Entity Set Expansion via Language Model Probing , In The 58th Annual Meeting of the Association for Computational Linguistics (ACL 2020 ).
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Dominic Seyler, Jiaming Shen , Jinfeng Xiao, Yiren Wang, and ChengXiang Zhai. Leveraging Personalized Sentiment Lexicons for Sentiment Analysis , In The 10th International Conference on the Theory of Information Retrieval (ICTIR 2020 ).
Yue Yu, Yinghao Li, Jiaming Shen , Hao Feng, Jimeng Sun, and Chao Zhang. STEAM: Self-Supervised Taxonomy Expansion with Mini-Paths , In The 26th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2020 ).
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Wanzheng Zhu, Hongyu Gong, Jiaming Shen , Chao Zhang, Jingbo Shang, Suma Bhat, and Jiawei Han. FUSE: Multi-faceted set expansion by coherent clustering of skip-grams , In The 2020 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD 2020 ).
Jiaxin Huang, Yiqing Xie, Yu Meng, Jiaming Shen , Yunyi Zhang, and Jiawei Han. Guiding Corpus-based Set Expansion by Auxiliary Sets Generation and Co-Expansion , In The 31st International Conference in the Web (WWW 2020 ).
2019
Jiaming Shen , Ruiliang Lyu, Xiang Ren, Michelle Vanni, Brian Sadler, and Jiawei Han. Mining Entity Synonyms with Efficient Neural Set Generation , In The 33rd AAAI Conference on Artificial Intelligence (AAAI 2019 ).
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Yu Shi* , Jiaming Shen* , Yuchen Li, Naijing Zhang, Xinwei He, Zhengzhi Lou, Qi Zhu, Matthew Walker, Myunghwan Kim, and Jiawei Han. Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context Granularity , In The 28th ACM International Conference on Information and Knowledge Management (CIKM 2019 ).
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Yu Meng, Jiaming Shen , Chao Zhang, and Jiawei Han. Weakly-Supervised Hierarchical Text Classification , In The 33rd AAAI Conference on Artificial Intelligence (AAAI 2019 ).
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Jingbo Shang, Jiaming Shen , Liyuan Liu, and Jiawei Han. Constructing and Mining Heterogeneous Information Networks from Massive Text , In The 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2019 Tutorial ).
Junyi Du, He Jiang, Jiaming Shen , and Xiang Ren. Eliciting Knowledge from Experts: Automatic Transcript Parsing for Cognitive Task Analysis , In The 57th Annual Meeting of the Association for Computational Linguistics (ACL 2019 ).
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2018
Jiaming Shen , Maryam Karimzadehgan, Michael Bendersky, Zhen Qin, and Donald Metzler. Multi-Task Learning for Personal Search Ranking with Auxiliary Query Clustering , In The 27th ACM International Conference on Information and Knowledge Management (CIKM 2018 ).
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Jiaming Shen , Zeqiu Wu, Dongming Lei, Chao Zhang, Xiang Ren, Michelle T. Vanni, Brian M. Sadler, and Jiawei Han. HiExpan: Task-Guided Taxonomy Construction by Hierarchical Tree Expansion , In The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2018 ).
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Jiaming Shen , Jinfeng Xiao, Xinwei He, Jingbo Shang, Saurabh Sinha, and Jiawei Han. Entity Set Search of Scientific Literature: An Unsupervised Ranking Approach , In The 41st International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2018 ).
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Jiaming Shen , Jinfeng Xiao, Yu Zhang, Carl Yang, Jingbo Shang, Jinda Han, Saurabh Sinha, Peipei Ping, Richard Weinshilboum, Zhiyong Lu and Jiawei Han, SetSearch+: Entity-Set-Aware Search and Mining for Scientific Literature , In The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2018 Demo Track ).
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Yu Meng, Jiaming Shen , Chao Zhang, and Jiawei Han. Weakly-Supervised Neural Text Classification , In The 27th ACM International Conference on Information and Knowledge Management (CIKM 2018 ).
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Jingbo Shang, Jiaming Shen , Tianhang Sun, Xingbang Liu, Anja Gruenheid, Flip Korn, Adam Lelkes, Cong Yu, and Jiawei Han. Investigating Rumor News Using Agreement Aware Search , In The 27th ACM International Conference on Information and Knowledge Management (CIKM 2018 ).
Hanwen Zha, Jiaming Shen , Keqian Li, Warren Greiff, Michelle Vanni, Jiawei Han and Xifeng Yan, FTS: Faceted Taxonomy Construction and Search for Scientific Publications , In The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2018 Demo Track ).
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Jingbo Shang, Qi Zhu, Jiaming Shen , Xuan Wang, Xiaotao Gu, Lance Kaplan, Timothy Harratty and Jiawei Han, AutoNet: Automated Network Construction and Exploration System from Domain-Specific Corpora , In The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2018 Demo Track ).
Yuning Mao, Xiang Ren, Jiaming Shen , and Jiawei Han. End-to-End Reinforcement Learning for Automatic Taxonomy Induction , In The 56th Annual Meeting of the Association for Computational Linguistics (ACL 2018 ).
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Jingbo Shang, Chao Zhao, Jiaming Shen , and Jiawei Han. Towards Multidimensional Analysis of Text Corpora", In The 24th ACM SIGKDD International Conference on Knowledge (KDD 2018 ).
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Chao Zhang, Fangbo Tao, Xiusi Chen, Jiaming Shen , Meng Jiang, Brian M. Sadler, Michelle T. Vanni, and Jiawei Han. TaxoGen: Constructing Topical Concept Taxonomy by Adaptive Term Embedding and Clustering , In The 24th ACM SIGKDD International Conference on Knowledge (KDD 2018 ).
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2017
Jiaming Shen* , Zeqiu Wu* , Dongming Lei, Jingbo Shang, Xiang Ren, and Jiawei Han, SetExpan: Corpus-Based Set Expansion via Context Feature Selection and Rank Ensemble , In The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD 2017 ).
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Xiang Ren, Jiaming Shen , Meng Qu, Xuan Wang, Zeqiu Wu, Qi Zhu, Meng Jiang, Fangbo Tao, Saurabh Sinha, David Liem, Peipei Ping, Richard Weinshilboum, and Jiawei Han, Life-iNet: A Structured Network-Based Knowledge Exploration and Analytics System for Life Sciences , In The 55th annual meeting of the Association for Computational Linguistics (ACL 2017 System Demo ).
2016
2015
Jiaming Shen , Zhenyu Song, Shitao Li, Zhaowei Tan, Yuning Mao, Luoyi Fu, Li Song, and Xinbing Wang, Modeling Topic-level Academic Influence in Scientific Literatures , In The Thirtieth AAAI Conference on Artificial Intelligence (AAAI 2016 ) Workshop on Scholarly Big Data.
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Jiaming Shen , Zhaowei Tan, Luoyi Fu, and Xinbing Wang, Trend Analysis of Top-tier Conferences in Computer Network Field , In Communications of the China Computer Federation , 11(9), 62-66, 2015 .
Zhaowei Tan, Changfeng Liu, Yuning Mao, Jiaming Shen , Bin Wang, Luoyi Fu, Li Song, and Xinbing Wang, AceMap: A Novel Approach towards Displaying Relationship among Academic Literatures , In The 25th International World Wide Web Conference (WWW 2016 ).
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