阳德青 - 复旦大学 - 大数据学院

个人简介

大数据学院与高等学术研究院副院长、副教授、博士生导师，上海市数据科学重点实验室副主任，复旦大学知识工场实验室的创始人之一。2013年获得复旦大学计算机软件与理论专业博士学位，主要研究领域包括大语言模型、知识图谱、推荐系统、信息抽取等。相关研究成果先后发表在ACL、IJCAI、SIGIR、KDD、ICDE、TKDE、TOIS等人工智能与数据科学领域的国际顶尖学术会议和期刊上，曾获得吴文俊人工智能科学技术奖（科技进步）三等奖，ACL 2023杰出论文奖、CIKM 2022最佳论文（短文）奖。先后主持国家自科基金重大研究计划（培育）项目、上海市人工智能科技支撑专项等大数据专项课题，并与美团、阿里、交通银行、联合汽车电子等企事业单位合作共建部署多个领域知识图谱，还拥有多项发明专利。

近期论文

查看导师最新文章（温馨提示：请注意重名现象，建议点开原文通过作者单位确认）

Conferences Zhen Chen, Jingping Liu, Deqing Yang* et al.: Exploiting Duality in Open Information Extraction with Predicate Prompt , in WSDM 2024. (source) Siyu Yuan, Jiangjie Chen, Xuyang Ge, Yanghua Xiao, Deqing Yang*: Beneath Surface Similarity: Large Language Models Make Reasonable Scientific Analogies after Structure Abduction , in EMNLP 2023. (source) Jingsong Yang, Gavin Han, Deqing Yang* et al.: M3PT: A Multi-Modal Model for POI Tagging, in KDD 2023. (source) Zhen Chen, Xingzhi Guo, Baojian Zhou, Deqing Yang, Steven Skiena: Accelerating Personalized PageRank Vector Computation, in KDD 2023. Siyu Yuan, Deqing Yang* et al.: Causality-aware Concept Extraction based on Knowledge-guided Prompting, in ACL 2023. (source) Siyu Yuan, Jiangjie Chen, …, Deqing Yang*, Yanghua Xiao: Distilling Script Knowledge from Large Language Models for Constrained Language Planning, in ACL 2023 (Outstanding Paper). (source) Shuoyao Zhai, Baichuan Liu, Deqing Yang*, Yanghua Xiao: Group Buying Recommendation Model Based on Multi-task Learning, in ICDE 2023. (source) Siyu Yuan, Deqing Yang*, Jiaqing Liang et al.: Generative Entity Typing with Curriculum Learning, in EMNLP 2022. (source) Chengwei Hu, Deqing Yang*, Haoliang Jin, Zhen Chen, Yanghua Xiao: Improving Continual Relation Extraction through Prototypical Contrastive Learning, in COLING 2022. (source) Caiyan Cao, Deqing Yang*, Jingping Liu et al.: A Context-Enhanced Transformer with Abbr-Recover Policy for Chinese Abbreviation Prediction, in CIKM 2022. (source) Jinghao Ju, Deqing Yang*, Jingping Liu: Commonsense Knowledge Base Completion with Relational Graph Attention Network and Pre-trained Language Model, in CIKM 2022 (Best Short Paper). (source) Jingjie Yi, Deqing Yang*, Siyu Yuan et al.: Contextual Information and Commonsense Based Prompt for Emotion Recognition in Conversation, in ECML-PKDD 2022. (source) Jiaxin Yu, Deqing Yang*, Shuyu Tian: Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction, in NAACL 2022. (source) Li Cui, Deqing Yang*, Chengwei Hu et al.: Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction, in ACL 2021. (source) Siyu Yuan, Deqing Yang*, Jiaqing Liang et al.: Large-scale Multi-granular Concept Extraction Based on Machine Reading Comprehension, in ISWC 2021. (source) Wenjing Meng, Deqing Yang*, Yanghua Xiao: Incorporating User Micro-behaviors and Item Knowledge into Multi-task Learning for Session-based Recommendation, in SIGIR 2020. (source) Deqing Yang*, Zengchun Song, Lvxin Xue et al.: A Knowledge-Enhanced Recommendation Model with Attribute-Level Co-Attention, in SIGIR 2020. (source) Junyang Jiang, Deqing Yang*, Yanghua Xiao, Chenlu Shen: Convolutional Gaussian Embeddings for Personalized Recommendation with Uncertainty, in IJCAI 2019. (source) Deqing Yang*, Zikai Guo, Ziyi Wang et al.: A Knowledge-Enhanced Deep Recommendation Framework Incorporating GAN-based Models, in ICDM 2018. (source) Deqing Yang*, Jingrui He, Huazheng Qin, Yanghua Xiao, Wei Wang: A Graph-based Recommendation across Heterogeneous Domains, in CIKM 2015. Journals Lyuxin Xue, Deqing Yang*, Shuoyao Zhai, Yuxin Li, Yanghua Xiao: Learning Dual-view User Representations for Enhanced Sequential Recommendation, in ACM Trans. Inf. Syst. (TOIS), 41(4): 86:1-86:26, 2023. (source) Deqing Yang*, Chenlu Shen, Baichuan Liu et al.: Generating Knowledge-based Attentive User Representations for Sparse Interaction Recommendation, in IEEE Trans. Knowl. Data Eng. (TKDE), 34(9): 4270-4284, 2022. (source) Weiguo Zheng, Mei Zhang, Deqing Yang et al.: Towards Combinational Relation Linking over Knowledge Graphs, in World Wide Web Journal, Dec. 2021. Deqing Yang*, Xi Xia, Lin Ye, Lyuxin Xue, Yanghua Xiao: Knowledge-enhanced Recommender Systems: A Survey and Prospect, in Journal of Cyber Security, 2021. Haiyun Jiang, Deqing Yang, Yanghua Xiao, Wei Wang: Understanding A Bag of Words by Conceptual Labeling with Prior Weights, in World Wide Web Journal, Apr. 2020. Haiyun Jiang, Juntao Liu, Sheng Zhang, Deqing Yang et al.: Surface Pattern Enhanced Relation Extraction with Global Constraints, in Knowledge and Information Systems (KAIS), Aug. 2020. Books Yanghua Xiao, Deqing Yang et al.: Knowledge Graph, Concepts and Techniques. PHEI 2019, ISBN 9787121371080. Bo Xu, Deqing Yang, Qi Liu, Yanghua Xiao: Social Communication Network: Case Study (Chapter). Encyclopedia of Social Network Analysis and Mining (2nd Edition), NY: Springer New York, 2018, pp. 2576–2583. DOI.