魏少朋,助理教授,硕士研究生导师。西南财经大学管理学博士,曾受到国家留学基金委(CSC)资助在苏黎世联邦理工学院(ETH Zurich)计算机系以联合培养博士研究生身份学习(2022-2023)。从事金融科技、商务智能、人工智能和多模态大语言模型相关研究。在IEEE TKDE,Information Sciences,Neural Networks和计算机研究与发展等国内外高水平期刊上发表研究成果6篇。担任IEEE TKDE、IEEE TNNLS、ACM SIGKDD、AAAI、ACM MM、Information Sciences、Expert Systems With Applications等国际顶级期刊和会议的审稿人。作为第一主笔人撰写的研究报告3次获得省部级党委/政府(主要)领导批示。主持厅级项目一项,参与江苏社科项目一项。
Shaopeng Wei received his B.S. degree from Huazhong Agricultural University in 2019, and Ph.D. degree from Southwestern University of Finance and Economics in 2024. He was a visiting scholar at ETH Zurich. He is currently an assistant professor at Guangxi University.His research interests include graph learning and its applications in Fintech. He has published papers in top journals such as IEEE TKDE, Information Sciences.
Yu Zhao, Shaopeng Wei, Huaming Du, Xingyan Chen, Qing Li, Fuzhen Zhuang, Ji Liu, Gang Kou. Learning Bi-typed multi-relational heterogeneous graph via dual hierarchical attention networks. IEEE TKDE. 2022, 9(35):9054-9066. [Paper]
Yu Zhao, Huaming Du, Ying Liu, Shaopeng Wei, Xingyan Chen, Fuzhen Zhuang, Qing Li, Gang Kou. Stock movement prediction based on bi-typed hybrid-relational market knowledge graph via dual attention networks. IEEE TKDE. 2022, 8(35):8559-8571. [Paper]
Yu Zhao, Leilei Wang, Cui Wang, Huaming Du, Shaopeng Wei, Huali Feng, Zongjian Yu*, Qing Li. Multi-granularity heterogeneous graph attention networks for extractive document summarization. Neural Networks. 2022, (155):340-347. [Paper]
工作论文Working Paper
Shaopeng Wei, Manzhen Wei, Haoyu Wang, Yu Zhao, Gang Kou Melody-Guided Music Generation. [Paper]
Shaopeng Wei, Beni Egressy, Xingyan Chen, Yu Zhao, Fuzhen Zhuang, Roger Wattenhofer, Gang Kou Graph Dimension Attention Networks for Enterprise Credit Assessment. [Paper]
Shaopeng Wei, Yu Zhao, Xingyan Chen, Qing Li, Fuzhen Zhuang, Ji Liu, Gang Kou Graph Learning and Its Advancements on Large Language Models: A Holistic Survey. [Paper]
Xiaozhong Lyu, Stefan Grafberger,Samantha Biegel, Shaopeng Wei, Meng Cao, Sebastian Schelter, Ce Zhang Improving Retrieval-Augmented Large Language Models via Data Importance Learning. [Paper]
Shaopeng Wei, Manzhen Wei, Haoyu Wang, Yu Zhao, Gang Kou Melody-Guided Music Generation. [Paper]
Shaopeng Wei, Beni Egressy, Xingyan Chen, Yu Zhao, Fuzhen Zhuang, Roger Wattenhofer, Gang Kou Graph Dimension Attention Networks for Enterprise Credit Assessment. [Paper]
Shaopeng Wei, Yu Zhao, Xingyan Chen, Qing Li, Fuzhen Zhuang, Ji Liu, Gang Kou Graph Learning and Its Advancements on Large Language Models: A Holistic Survey. [Paper]
Xiaozhong Lyu, Stefan Grafberger,Samantha Biegel, Shaopeng Wei, Meng Cao, Sebastian Schelter, Ce Zhang Improving Retrieval-Augmented Large Language Models via Data Importance Learning. [Paper]
人才培养Alumni
Global technical barriers to trade and disruptive technologicalinnovation in export-oriented manufacturing, The 21st International Symposium onGlobal Manufacturing and China, Outstanding Paper Award, Wentao Wang (Master Student)
Global technical barriers to trade and disruptive technologicalinnovation in export-oriented manufacturing, The 21st International Symposium onGlobal Manufacturing and China, Outstanding Paper Award, Wentao Wang (Master Student, 2024-2027)