研究方向
大语言模型、知识图谱、推荐系统、Web数据挖掘
奖项/荣誉
ACL 2023杰出论文奖
CIKM 2022最佳论文奖（短文）
2022吴文俊人工智能科学技术奖（科技进步三等奖）
教育经历
2008-2013，复旦大学，计算机软件与理论专业，攻读博士
2002-2015，复旦大学，计算机软件与理论专业，攻读硕士
1998-2002，复旦大学，计算机科学与技术专业，攻读学士
部分发表论文 (DBLP个人主页)
会议论文
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*: 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)
Haiyun Jiang, Li Cui, Zhe Xu, Deqing Yang et al.: Relation Extraction Using Supervision from Topic Knowledge of Relation Labels, in IJCAI 2019.
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.
期刊论文
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), Accepted. (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), Sep. 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.
参与编写专著
肖仰华等, 《知识图谱：概念与技术》. 电子工业出版社 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.
大会特邀授课
Language Understanding with Knowledge Graphs, in IDEAL 2017.
代表性课题
“数据与知识联合驱动的双系统认知智能理论与技术研究”, 国家自然科学基金重大研究计划（培育）, No. 92270121, 2023/01-2025/12, 80万元, 主持.
“认知驱动的复杂知识表征、获取与应⽤关键技术研究”, 上海市“科技创新⾏动计划”⼈⼯智能科技⽀撑专项 No.21511100400, 2021/09-2024/08, 98万元, 主持.
“基于知识图谱的发动机问题排查系统”, 联合汽车电子有限公司 2020/09-2021/05, 94万元, 主持.
“大型生物数据知识库建设、注释及可视化”, 国家重点研发计划 No.2017YFC1201203, 2017/10-2020/10, 4700万元, 主要参与人.
学术服务
Frontiers in Big Data杂志客座编辑
期刊审稿人: TKDE, Expert Systems with Applicaitons, Applied Intelligence等
会议审稿人: AAAI 2019~2023, KDD 2022~2023, ECML-PKDD 2022等
授权专利
一种基于微博标签的人群画像系统与方法, 专利号: 201310481674.3
一种基于中文知识图谱的个性化推荐方法与系统, 专利号: 201310565133.9
一种基于高斯分布表示的深度推荐系统, 专利号: 201910920671.2
教学课程
知识计算，社交网络挖掘，新媒体用户行为分析，新媒体技术导论