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Hierarchical Topic Mining via Joint Spherical Tree and Text Embedding

Jul 18, 2020
Yu Meng, Yunyi Zhang, Jiaxin Huang, Yu Zhang, Chao Zhang, Jiawei Han

* KDD 2020 Research Track. (Code: https://github.com/yumeng5/JoSH

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COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation

Jul 06, 2020
Qingyun Wang, Manling Li, Xuan Wang, Nikolaus Parulian, Guangxing Han, Jiawei Ma, Jingxuan Tu, Ying Lin, Haoran Zhang, Weili Liu, Aabhas Chauhan, Yingjun Guan, Bangzheng Li, Ruisong Li, Xiangchen Song, Heng Ji, Jiawei Han, Shih-Fu Chang, James Pustejovsky, Jasmine Rah, David Liem, Ahmed Elsayed, Martha Palmer, Clare Voss, Cynthia Schneider, Boyan Onyshkevych

* 11 pages, submitted to ACL 2020 Workshop on Natural Language Processing for COVID-19 (NLP-COVID), for resources see http://blender.cs.illinois.edu/covid19/ 

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GCN for HIN via Implicit Utilization of Attention and Meta-paths

Jul 06, 2020
Di Jin, Zhizhi Yu, Dongxiao He, Carl Yang, Philip S. Yu, Jiawei Han


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AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types

Jun 24, 2020
Xin Luna Dong, Xiang He, Andrey Kan, Xian Li, Yan Liang, Jun Ma, Yifan Ethan Xu, Chenwei Zhang, Tong Zhao, Gabriel Blanco Saldana, Saurabh Deshpande, Alexandre Michetti Manduca, Jay Ren, Surender Pal Singh, Fan Xiao, Haw-Shiuan Chang, Giannis Karamanolakis, Yuning Mao, Yaqing Wang, Christos Faloutsos, Andrew McCallum, Jiawei Han

* KDD 2020 

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Octet: Online Catalog Taxonomy Enrichment with Self-Supervision

Jun 18, 2020
Yuning Mao, Tong Zhao, Andrey Kan, Chenwei Zhang, Xin Luna Dong, Christos Faloutsos, Jiawei Han

* KDD 2020 

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Unsupervised Differentiable Multi-aspect Network Embedding

Jun 12, 2020
Chanyoung Park, Carl Yang, Qi Zhu, Donghyun Kim, Hwanjo Yu, Jiawei Han

* KDD 2020 (Research Track). 9 Pages + Appendix (2 Pages). Source code can be found https://github.com/pcy1302/asp2vec 

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Minimally Supervised Categorization of Text with Metadata

Jun 02, 2020
Yu Zhang, Yu Meng, Jiaxin Huang, Frank F. Xu, Xuan Wang, Jiawei Han

* 10 pages; Accepted to SIGIR 2020 

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Open-Domain Question Answering with Pre-Constructed Question Spaces

Jun 02, 2020
Jinfeng Xiao, Lidan Wang, Franck Dernoncourt, Trung Bui, Tong Sun, Jiawei Han


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Partially-Typed NER Datasets Integration: Connecting Practice to Theory

May 01, 2020
Shi Zhi, Liyuan Liu, Yu Zhang, Shiyin Wang, Qi Li, Chao Zhang, Jiawei Han

* Work in progress 

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Empower Entity Set Expansion via Language Model Probing

Apr 29, 2020
Yunyi Zhang, Jiaming Shen, Jingbo Shang, Jiawei Han

* ACL 2020 

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Understanding the Difficulty of Training Transformers

Apr 17, 2020
Liyuan Liu, Xiaodong Liu, Jianfeng Gao, Weizhu Chen, Jiawei Han


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Comprehensive Named Entity Recognition on CORD-19 with Distant or Weak Supervision

Apr 15, 2020
Xuan Wang, Xiangchen Song, Bangzheng Li, Yingjun Guan, Jiawei Han


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Heterogeneous Network Representation Learning: Survey, Benchmark, Evaluation, and Beyond

Apr 01, 2020
Carl Yang, Yuxin Xiao, Yu Zhang, Yizhou Sun, Jiawei Han

* 15 pages (12-page content + 3-page reference), under review VLDB 2021 

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Generating Representative Headlines for News Stories

Feb 01, 2020
Xiaotao Gu, Yuning Mao, Jiawei Han, Jialu Liu, Hongkun Yu, You Wu, Cong Yu, Daniel Finnie, Jiaqi Zhai, Nicholas Zukoski

* WebConf 2020 (WWW 2020) 

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Guiding Corpus-based Set Expansion by Auxiliary Sets Generation and Co-Expansion

Jan 27, 2020
Jiaxin Huang, Yiqing Xie, Yu Meng, Jiaming Shen, Yunyi Zhang, Jiawei Han

* WWW 2020 

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TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network

Jan 26, 2020
Jiaming Shen, Zhihong Shen, Chenyan Xiong, Chi Wang, Kuansan Wang, Jiawei Han

* WWW 2020 

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cube2net: Efficient Query-Specific Network Construction with Data Cube Organization

Jan 18, 2020
Carl Yang, Mengxiong Liu, Frank He, Jian Peng, Jiawei Han

* Full paper of the extended abstract published in ICDMW 2019 

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Inf-VAE: A Variational Autoencoder Framework to Integrate Homophily and Influence in Diffusion Prediction

Jan 01, 2020
Aravind Sankar, Xinyang Zhang, Adit Krishnan, Jiawei Han

* International Conference on Web Search and Data Mining (WSDM 2020) 

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Unsupervised Attributed Multiplex Network Embedding

Nov 15, 2019
Chanyoung Park, Donghyun Kim, Jiawei Han, Hwanjo Yu

* AAAI 2020 

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Mining News Events from Comparable News Corpora: A Multi-Attribute Proximity Network Modeling Approach

Nov 14, 2019
Hyungsul Kim, Ahmed El-Kishky, Xiang Ren, Jiawei Han


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Spherical Text Embedding

Nov 04, 2019
Yu Meng, Jiaxin Huang, Guangyuan Wang, Chao Zhang, Honglei Zhuang, Lance Kaplan, Jiawei Han

* NeurIPS 2019. (Code: https://github.com/yumeng5/Spherical-Text-Embedding

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Relation Learning on Social Networks with Multi-Modal Graph Edge Variational Autoencoders

Nov 04, 2019
Carl Yang, Jieyu Zhang, Haonan Wang, Sha Li, Myungwan Kim, Matt Walker, Yiou Xiao, Jiawei Han

* To appear in WSDM 2020 

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FUSE: Multi-Faceted Set Expansion by Coherent Clustering of Skip-grams

Oct 22, 2019
Wanzheng Zhu, Hongyu Gong, Jiaming Shen, Chao Zhang, Jingbo Shang, Suma Bhat, Jiawei Han


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HiExpan: Task-Guided Taxonomy Construction by Hierarchical Tree Expansion

Oct 17, 2019
Jiaming Shen, Zeqiu Wu, Dongming Lei, Chao Zhang, Xiang Ren, Michelle T. Vanni, Brian M. Sadler, Jiawei Han

* KDD 2018 accepted 

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