陽德青

陽德青，復旦大學大數據學院與復旦大學高等學術研究院副院長，博士生導師，人工智慧領域學者。

基本介紹

• 中文名：陽德青
• 國籍：中國
• 畢業院校：復旦大學 
• 學位/學歷：博士 
• 職業：學者 
• 專業方向：大語言模型、知識圖譜、推薦系統 
• 職務：學院副院長 
• 工作單位：復旦大學 
• 教學職稱：副教授

人物簡介

現任復旦大學大數據學院與復旦大學高等學術研究院副院長、副教授、博士生導師，上海市數據科學重點實驗室副主任，復旦大學知識工場實驗室的創始人之一。2013年獲得復旦大學計算機軟體與理論專業博士學位，主要研究領域包括大語言模型、知識圖譜、推薦系統、信息抽取等。相關研究成果先後發表在ACL、IJCAI、SIGIR、KDD、ICDE、TKDE、TOIS等人工智慧與數據科學領域的國際頂尖學術會議和期刊上，曾獲得吳文俊人工智慧科學技術獎（科技進步）三等獎，ACL 2023傑出論文獎、CIKM 2022最佳論文（短文）獎。先後主持國家自科基金重大研究計畫（培育）項目、上海市人工智慧科技支撐專項等大數據專項課題，並與美團、阿里、交通銀行、聯合汽車電子等企事業單位合作共建部署多個領域知識圖譜，還擁有多項發明專利。

人物著作

代表性會議論文

• Jiahe Bai, Baojian Zhou, Deqing Yang, Yanghua Xiao: Faster Local Solvers for Graph Diffusion Equations, in NeurIPS 2024.
• Zhijun Xu, Siyu Yuan, Lingjie Chen, Deqing Yang*: “A good pun is its own reword”: Can Large Language Models Understand Puns?, in EMNLP 2024. (source)
• Xinfeng Yuan, Siyu Yuan, …, Deqing Yang*: Evaluating Character Understanding of Large Language Models via Character Profiling from Fictional Works, in EMNLP 2024. (source)
• Yuchen Shi, Guochao Jiang, Tian Qiu, Deqing Yang*: AgentRE: An Agent-Based Framework for Navigating Complex Information Landscapes in Relation Extraction, in CIKM 2024.
• Siyu Yuan, Jiangjie Chen, …, Deqing Yang*: ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge Base, in ACL 2024. (source)
• Yanda Li, Dixuan Wang, …, Deqing Yang*: Reason from Fallacy: Enhancing Large Language Models’ Logical Reasoning through Logical Fallacy Understanding, in NAACL 2024. (source)
• Zepeng Ding, Wenhao Huang, …, Deqing Yang: Improving Recall of Large Language Models: A Model Collaboration Approach for Relational Triple Extraction, in COLING 2024. (source)
• Guochao Jiang, Ziqin Luo, …, Deqing Yang*: ToNER: Type-oriented Named Entity Recognition with Generative Language Model, in COLING 2024.
• 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, …, Deqing Yang*, Yanghua Xiao: Distilling Script Knowledge from Large Language Models for Constrained Language Planning, in ACL 2023 (Outstanding Paper). (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)
• Siyu Yuan, Deqing Yang* et al.: Causality-aware Concept Extraction based on Knowledge-guided Prompting, in ACL 2023. (source)
• Shuoyao Zhai, Baichuan Liu, Deqing Yang*, Yanghua Xiao: Group Buying Recommendation Model Based on Multi-task Learning, in ICDE 2023. (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)
• Li Cui, Deqing Yang*, Chengwei Hu et al.: Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction, in ACL 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)

代表性期刊論文

• 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.