Researcher


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肖仰华  

教授、博导

知识工场实验室负责人

邮箱:shawyh@fudan.edu.cn

地址:复旦大学江湾校区二号交叉学科楼

个人简介:肖仰华,博士,复旦大学计算机科学技术学院教授、博导、复旦大学知识工场实验室负责人、复旦-爱数认知智能联合研究中心主任、曾任上海市互联网大数据工程中心副主任、多个省部级重点实验室或工程中心专家委员、多个学术团体专委会委员。2009年获得复旦大学博士学位后留校任教,先后任讲师、副教授、教授(2017年),兼复旦大学全媒体研究院特聘教授。其间,访问美国贝勒医学院、香港中文大学、微软亚洲研究院、阿里巴巴达摩院。在国际顶级学术会议与期刊发表论文150余篇。主编教材或专著4部。担任多个国际期刊编委,百余次承担国际顶级/重要学术会议组织与审稿工作。在SIGMOD、DASFAA、CIKM、ADMA等国际国内重要学术会议与论坛做主旨演讲、学术辅导和特邀报告等二百余次。先后承担四十多项目国家、省市、企业研发项目。在大规模知识图谱分析、管理、构建与应用方面展开深入研究,取得丰硕成果。先后获得上海市人才发展资金、华为优秀合作伙伴奖、阿里巴巴Research Fellowship Award、阿里巴巴最佳技术合作伙伴;CCF优秀博士论文提名奖、CCF优秀学术主任、CCF杰出演讲者、ACM上海卓越青年科学家提名奖等十多项荣誉,入选“2019赋能中国人工智能知识图谱20位标杆人物”。科研成果先后获得教育部自然科学二等奖两次、中国计算机学会自然获二等奖等多个科研奖项。

Research Interests

  • Big Data management, knowledge graph, graph knowledge base

Publications (DBLP personal homepage)

Selected Publications

  • Xuwu Wang, Junfeng Tian, Min Gui, Zhixu Li*, Rui Wang, Ming Yan, Lihan Chen, Yanghua Xiao*: WikiDiverse: A Multimodal Entity Linking Dataset with Diversified Contextual Topics and Entity Types. ACL 2022(Accepted)
  • Qianyu He, Sijie Cheng, Zhixu Li*, Rui Xie, Yanghua Xiao*: Can Pre-trained Language Models Interpret Similes as Smart as Human? ACL 2022(Accepted)
  • Jiangjie Chen, Rui Xu, Ziquan Fu, Wei Shi, Zhongqiao Li, Xinbo Zhang, Changzhi Sun, Lei Li, Yanghua Xiao, Hao Zhou: E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning. ACL 2022(Accepted)
  • Jiangjie Chen, Qiaoben Bao, Changzhi Sun, Xinbo Zhang, Jiaze Chen, Hao Zhou, Yanghua Xiao, Lei Li: LOREN: Logic-Regularized Reasoning for Interpretable Fact Verification. AAAI 2022(Accepted)
  • Jiangjie Chen, Chun Gan, Sijie Cheng, Hao Zhou ,Yanghua Xiao, Lei Li: Unsupervised Editing for Counterfactual Stories. AAAI 2022(Accepted)
  • Yuyan Chen, Yanghua Xiao, Bang Liu: Grow-and-Clip: Informative-yet-Concise Evidence Distillation for Answer Explanation. ICDE 2022(Accepted)
  • Chao Wang, Jingping Liu, Tianyi Zhuang, Jiahang Li, Juntao Liu, Yanghua, Xiao, Wei Wang, Rui Xie: A Sequence-to-Sequence Model for Large-scale Chinese Abbreviation Database Construction. WSDM 2022: 1063-1071
  • Xinyao Shen, Jiangjie Chen, Jiaze Chen, Chun Zeng, Yanghua, Xiao: Diversified Query Generation Guided by Knowledge Graph. WSDM 2022: 897-907
  • Qiaoben Bao, Jiangjie Chen, Linfang Liu, Jingping Liu, Jiaqing Liang, Yanghua, Xiao: Harvesting More Answer Spans from Paragraph beyond Annotation. WSDM 2022: 27-36
  • Jingping Liu, Menghui Wang, Chao Wang, Jiaqing Liang, Lihan Chen, Haiyun Jiang, Yanghua, Xiao, Yunwen Chen: Learning Term Embeddings for Lexical Taxonomies. AAAI 2021: 6410-6417
  • Li Cui, Deqing Yang, Jiaxin Yu, Chengwei Hu, Jiayang Cheng, Jingjie Yi, Yanghua, Xiao: Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction. ACL/IJCNLP 2021: 232-243
  • Qiao Cheng, Juntao Liu, Xiaoye Qu, Jin Zhao, Jiaqing Liang, Zhefeng Wang, Baoxing Huai, Nicholas Jing Yuan, Yanghua, Xiao: HacRED: A Large-Scale Relation Extraction Dataset Toward Hard Cases in Practical Applications. ACL/IJCNLP 2021(Findings): 2819-2831
  • Chenhao Xie, Jiaqing Liang, Jingping Liu, Chengsong Huang, Wenhao Huang, Yanghua, Xiao: Revisiting the Negative Data of Distantly Supervised Relation Extraction. ACL/IJCNLP 2021: 3572-3581
  • Chenhao Xie, Wenhao Huang, Jiaqing Liang, Chengsong Huang, Yanghua, Xiao: WebKE: Knowledge Extraction from Semi-structured Web with Pre-trained Markup Language Model. CIKM 2021: 2211-2220
  • Jiaqing Liang, Suo Feng, Chenhao Xie, Yanghua, Xiao, Jindong Chen, Seung-won Hwang: Bootstrapping Information Extraction via Conceptualization. ICDE 2021: 49-60
  • Xinyao Shen, Jiangjie Chen, Yanghua, Xiao: Diversified Paraphrase Generation with Commonsense Knowledge Graph. NLPCC 2021: 353-364
  • Li Cui, Deqing Yang, Jiayang Cheng, Yanghua, Xiao: Incorporating Syntactic Information into Relation Representations for Enhanced Relation Extraction. PAKDD 2021: 416-428
  • Siyu Yuan, Deqing Yang, Jiaqing Liang, Jilun Sun, Jingyue Huang, Kaiyan Cao, Yanghua, Xiao, Rui Xie: Large-Scale Multi-granular Concept Extraction Based on Machine Reading Comprehension. ISWC 2021: 93-110
  • Haiyun Jiang, JunTao Liu, Sheng Zhang, Deqing Yang, Yanghua, Xiao, Wei Wang: Surface pattern-enhanced relation extraction with global constraints. Knowl. Inf. Syst. 62(12): 4509-4540 (2020)
  • Haiyun Jiang, Yanghua, Xiao, Wei Wang: Explaining a bag of words with hierarchical conceptual labels. World Wide Web 23(3): 1693-1713 (2020)
  • Haiyun Jiang, Deqing Yang, Yanghua, Xiao, Wei Wang: Understanding a bag of words by conceptual labeling with prior weights. World Wide Web 23(4): 2429-2447 (2020)
  • Chen Lin, Si Chen, Hui Li, Yanghua, Xiao, Lianyun Li, Qian Yang: Attacking Recommender Systems with Augmented User Profiles. CIKM 2020: 855-864
  • Li Wang, Wei Zhu, Sihang Jiang, Sheng Zhang, Keqiang Wang, Yuan Ni, Guotong Xie, Yanghua, Xiao: Mining Infrequent High-Quality Phrases from Domain-Specific Corpora. CIKM 2020: 1535-1544
  • Ye Liu, Sheng Zhang, Rui Song, Suo Feng, Yanghua, Xiao: Knowledge-guided Open Attribute Value Extraction with Reinforcement Learning. EMNLP 2020: 8595-8604
  • Jingping Liu, Yuanfu Zhou, Dan Wu, Chao Wang, Haiyun Jiang, Sheng Zhang, Bo Xu, Yanghua, Xiao: Mining Verb-Oriented Commonsense Knowledge. ICDE 2020: 1830-1833
  • Wenjing Meng, Deqing Yang, Yanghua, Xiao: Incorporating User Micro-behaviors and Item Knowledge into Multi-task Learning for Session-based Recommendation. SIGIR 2020: 1091-1100
  • Jingping Liu, Yanghua, Xiao, Ao Wang, Liang He, Bin Shao: CapableOf Reasoning: A Step Towards Commonsense Oracle. SIGIR 2020: 1797-1800
  • Deqing Yang, Zengchun Song, Lvxin Xue, Yanghua, Xiao: A Knowledge-Enhanced Recommendation Model with Attribute-Level Co-Attention. SIGIR 2020: 1909-1912
  • Bo Xu, Jiaqing Liang, Chenhao Xie, Bin Liang, Lihan Chen, Yanghua, Xiao: CN-DBpedia2: An Extraction and Verification Framework for Enriching Chinese Encyclopedia Knowledge Base. Data Intell. 1(3): 271-288 (2019)
  • Chen Lin, Xiaolin Shen, Si Chen, Muhua Zhu, Yanghua, Xiao: Non-Compensatory Psychological Models for Recommender Systems. AAAI 2019: 4304-4311
  • Jindong Chen, Yizhou Hu, Jingping Liu, Yanghua, Xiao, Haiyun Jiang: Deep Short Text Classification with Knowledge Powered Attention. AAAI 2019: 6252-6259
  • Jiangjie Chen, Ao Wang, Haiyun Jiang, Suo Feng, Chenguang Li, Yanghua, Xiao: Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation. ACL 2019: 2036-2046
  • Yuting Ye, Xuwu Wang, Jiangchao Yao, Kunyang Jia, Jingren Zhou, Yanghua, Xiao, Hongxia Yang: Bayes EMbedding (BEM): Refining Representation by Integrating Knowledge Graphs and Behavior-specific Networks. CIKM 2019: 679-688
  • Shiyun Chen, Xin Lin, Yanghua, Xiao, Liang He: Sentiment Commonsense Induced Sequential Neural Networks for Sentiment Classification. CIKM 2019: 1021-1030
  • Rong Duan, Yanghua, Xiao: Enterprise Knowledge Graph From Specific Business Task to Enterprise Knowledge Management. CIKM 2019: 2965-2966
  • Haiyun Jiang, Cengguang Zhang, Deqing Yang, Yanghua, Xiao, Jingping Liu, Jindong Chen, Chao Wang, Chenguang Li, Jiaqing Liang, Bin Liang, Wei Wang: Hierarchical Conceptual Labeling. DASFAA 2019: 230-234
  • Chenlu Shen, Deqing Yang, Yanghua, Xiao: A Deep Recommendation Model Incorporating Adaptive Knowledge-Based Representations. DASFAA 2019: 481-486
  • Xiaofei Shi, Yanghua, Xiao: Modeling Multi-mapping Relations for Precise Cross-lingual Entity Alignment. EMNLP/IJCNLP 2019: 813-822
  • Sihang Jiang, Jiaqing Liang, Yanghua, Xiao, Haihong Tang, Hai-Kuan Huang, Jun Tan: Towards the Completion of a Domain-Specific Knowledge Base with Emerging Query Terms. ICDE 2019: 1430-1441
  • Jindong Chen, Ao Wang, Jiangjie Chen, Yanghua, Xiao, Zhendong Chu, Jingping Liu, Jiaqing Liang, Wei Wang: CN-Probase: A Data-Driven Approach for Large-Scale Chinese Taxonomy Construction. ICDE 2019: 1706-1709
  • Bin Liang, Bo Xu, Xiaowei Wu, Dong Wu, Deqing Yang, Yanghua, Xiao, Wei Wang: A Community-Based Collaborative Filtering Method for Social Recommender Systems. ICWS 2019: 159-162
  • Junyang Jiang, Deqing Yang, Yanghua, Xiao, Chenlu Shen: Convolutional Gaussian Embeddings for Personalized Recommendation with Uncertainty. IJCAI 2019: 2642-2648
  • Haiyun Jiang, Li Cui, Zhe Xu, Deqing Yang, Jindong Chen, Chenguang Li, Jingping Liu, Jiaqing Liang, Chao Wang, Yanghua, Xiao, Wei Wang: Relation Extraction Using Supervision from Topic Knowledge of Relation Labels. IJCAI 2019: 5024-5030
  • Qiaoben Bao, Hongying Zan, Peiyuan Gong, Junyi Chen, Yanghua, Xiao: Charge Prediction with Legal Attention. NLPCC 2019: 447-458
  • Dugang Liu, Chen Lin, Zhilin Zhang, Yanghua, Xiao, Hanghang Tong: Spiral of Silence in Recommender Systems. WSDM 2019: 222-230
  • Rong Xiao, Jianhui Ji, Baoliang Cui, Haihong Tang, Wenwu Ou, Yanghua, Xiao, Jiwei Tan, Xuan Ju: Weakly Supervised Co-Training of Query Rewriting andSemantic Matching for e-Commerce. WSDM 2019: 402-410

Books

  • 肖仰华, 徐波, 林欣, 李直旭, 彭鹏, 郑卫国, 邵斌, 何亮, 阳德青, 崔万云.《知识图谱:概念与技术》, 电子工业出版社, 2020
  • 吴强, 肖仰华.《人工智能(高中版)》, 上海教育出版社, 2020
  • 肖仰华.《图对称性理论及其在数据管理中的应用》, 科学出版社, 2018

Talks

各种形式知识图谱报告、讲座或授课近200场,代表性单位包括青海司法厅、微软、华为、阿里、平安、香港中文大学、高丽大学、北京大学、国防科技大学等。受国际学术会议邀请,包括 ADMA、PIC、ICT-BDCS、WISE、ASK、ICEEIS、AICS、IDEAL 等做大会报告、学术辅导、特邀讲座 10 余次。 受中国计算机学会、中国人工智能学会、中国图书情报学会等多个学会邀请,做知识图谱特邀报告、讲座 10 多次。受到国家人社部发起的“国家级专业技术人才-语义网与知识图谱关键技术高级研修项目”邀请授课。

Teaching Courses

“知识图谱”专题课程.从 2018 年开始,先后在上海财经大学、中国农业大学、北京理工大学、苏州阳澄湖半岛等地举办了由 10 名专家授课、为期三天、累计 32 课时的《知识图谱:概念与技术》课程培训,数千人次参加了系统培训,受到了广泛好评,平均授课评分高达 9 分(满分 10 分)。2020 年该课程受到华为云赞助,开展在线公开授课,课程反响强烈,课程学员达 12744 人,观看总次数达到 47800 次,课程反响强烈。