个人简介
博士期间曾从事动态优化的算法和应用研究,目前的研究兴趣为知识驱动的智能优化;项目方向为结合大模型和知识图谱的智能问答,以及RPA数字员工。在学术兼职方面,担任安徽省人工智能学会大模型专委会副主任委员,IEEE国际知识图谱会议(IEEE ICKG) Web主席(2021-2023),AAAI、MM、ECAI、COLING、PRICAI、ICONIP等会议的程序委员会委员,以及多个国内外权威期刊的审稿人(包括10+本IEEE/ACM Transactions期刊、国内的权威学报《计算机学报》等)。入选2024年安徽省科协青年科技人才托举计划,曾获得华为智能基座奖教金,ICKG 2021 Service Award,参与指导的学生论文获得了IEEE国际知识图谱会议ICKG 2020最佳论文奖(Best Paper Award),ICKG 2022最佳学生论文奖(Best Student Paper Award)等。作为项目负责人承担了国家自然科学基金青年基金、中国博士后科学基金面上资助一等资助、以及多项知识图谱构建方向的合作项目。
News:
欢迎参加昇腾AI创新大赛2024安徽赛区暨第一届安徽省生成式人工智能竞赛,参赛同学有机会申请免费的算力(包括讯飞开放平台的免费代金券、以及由合肥市大数据资产运营有限公司提供的带有GPU的算力时长;通过预赛以及竞赛获奖的同学将获得额外的算力作为奖励)!竞赛技术委员会每年会组织多次大模型方面的培训。竞赛QQ群:784592507
[Mathematics] (SCI, IF: 2.4) Special Issue: "Data Mining and Machine Learning in the Era of Big Knowledge and Large Models". URL: https://www.mdpi.com/journal/mathematics/special_issues/0UM1MFXF7R
AAAS旗下媒体“EurekAlert!”对我们的工作进行了新闻报道:NEWS RELEASE 9-MAY-2023 “New framework bootstraps processing of knowledge graphs for AI applications —— Unsupervised entity alignment algorithm saves human labor”, URL: https://www.eurekalert.org/news-releases/988659
近期论文
Chenyang Bu; Yuxin Liu; Manzong Huang; Jianxuan Shao; Shengwei Ji; Wenjian Luo; Xindong Wu. Layer-wise Learning Rate Optimization for Task-Dependent Fine-Tuning of Pre-trained Models: An Evolutionary Approach. ACM Transactions on Evolutionary Learning and Optimization (TELO). 4(4): 22:1-22:23 (2024)
Fei Liu; Chenyang Bu(通讯作者); Haotian Zhang; Le Wu; Kui Yu; Xuegang Hu, FDKT: Towards an Interpretable Deep Knowledge Tracing via Fuzzy Reasoning, ACM Transactions on Information Systems (ACM TOIS, CCF A), 42(5): 139:1-139:26 (2024)
Chenyang Bu, Yunpeng Hong, Shiji Zang, Guojie Chang, Xindong Wu. Automatic Fusion for Multimodal Entity Alignment: a New Perspective from Automatic Architecture Search. Proceedings of IEEE International Conference on Multimedia and Expo (ICME, CCF B). 2024: 1-6, IEEE.
Chenyang Bu; Fei Liu; Zhiyong Cao; Lei Li; Yuhong Zhang; Xuegang Hu; Wenjian Luo. Cognitive diagnostic model made more practical by genetic algorithm. IEEE Transactions on Emerging Topics in Computational Intelligence (CAAI B类), 2023, 7(2): 447-461.
Chenyang Bu; Jiawei Zhang; Xingchen Yu; Le Wu; Xindong Wu. Which Companies are Likely to Invest: Knowledge-graph-based Recommendation for Investment Promotion. IEEE International Conference on Data Mining (ICDM, CORE A*, CCF B, 长文录用率9.77%). IEEE, 2022: 11-20.
Chenyang Bu; Yu Xingchen; Hong Yan; Jiang Tingting, Low-Quality Error Detection for Noisy Knowledge Graphs, Journal of Database Management (JDM, SCI), 2021, 32(4): 48-64.
Chenyang Bu; Wenjian Luo; Tao Zhu; Ruikang Yi; Bin Yang. Species and memory enhanced differential evolution for optimal power flow under double-sided uncertainties. IEEE Transactions on Sustainable Computing, 2020, 5(3): 403-415.
Chenyang Bu, Wenjian Luo, Lihua Yue. Continuous dynamic constrained optimization with ensemble of locating and tracking feasible regions strategies. IEEE Transactions on Evolutionary Computation (CAAI A类,中科院SCI一区). 21 (1), 14-33.
Chenyang Bu, Wenjian Luo, Tao Zhu, Lihua Yue. Solving online dynamic time-linkage problems under unreliable prediction. Applied Soft Computing (CAAI B类, 中科院SCI一区), 2017, 56: 702-716.
Shengwei Ji (学生); Chenyang Bu; Lei Li; Xindong Wu. Local Graph Edge Partitioning with a Two-stage Heuristic Method[C]. In: 2021 IEEE 39th International Conference on Distributed Computing Systems (ICDCS, CCF B 类), IEEE, 2019: 228-237.
Shengwei Ji (学生); Chenyang Bu; Lei Li; Xindong Wu. LocalTGEP: A Lightweight Edge Partitioner for Time-Varying Graph[J]. In: IEEE Transactions on Emerging Topics in Computing, 2023.
Shengwei Ji (学生); Chenyang Bu; Lei Li; Xindong Wu. Local graph edge partitioning with a two-stage heuristic method[J]. In: ACM Transactions on Intelligent Systems and Technology 12 (5), 1-25, 2021.
Fei Liu (学生); Xuegang Hu; Chenyang Bu (共同通讯); Kui Yu. Fuzzy Bayesian knowledge tracing[J]. In: IEEE Transactions on Fuzzy Systems (CCF B, 中科院 SCI 一区), 2021, 30(7): 2412-2425.
Fei Liu (学生); Xuegang Hu; Shuochen Liu (本科生); Chenyang Bu; Le Wu. Meta multi-agent exercise recommendation: A game application perspective[C]. In: Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD, CCF A 类会议), 2023: 1441-1452.
Lei Li; Pan Liu; Chenyang Bu (通讯); Zan Zhang; Xindong Wu. Fuzzy Ranking-Based Preference Completion via Graph Pattern Matching and Rematching[J]. In: IEEE Transactions on Emerging Topics in Computational Intelligence (TETCI, CAAI B 类), doi: 10.1109/TETCI.2024.3359096, 2024.
Lei Li, Lan Jiang, Chenyang Bu (通讯), Yi Zhu, Xindong Wu. Interval-Valued Intuitionistic Fuzzy Decision with Graph Pattern in Big Graph[J]. In: IEEE Transactions on Emerging Topics in Computational Intelligence (TETCI, CAAI B 类), 2022, 6(5): 1057-1067.
Bin Zhu, Meng Wu, Yunpeng Hong, Yi Chen, Bo Xie, Fei Liu, Chenyang Bu (第一通讯), Weiping Ding. MMIEA: Multi-modal Interaction Entity Alignment model for knowledge graphs[J]. In: Information Fusion (CAAI A 类, 中科院 SCI 一区, IF: 18.6), 2023, 100: 101935.
Jiao Li (学生); Chenyang Bu; Li, Peipei; Wu, Xindong. A Coarse-to-fine Collective Entity Linking Method for Heterogeneous Information Networks[J]. In: Knowledge-Based Systems (KBS, 中科院 SCI 一区), 2021, 228(1): 1-10.
Tingting Jiang (学生), Chenyang Bu, Yi Zhu, Xindong Wu. Combining embedding-based and symbol-based methods for entity alignment[J]. In: Pattern Recognition (PR, CCF B 类 SCI 期刊,中科院 SCI 一区), 2022, 124: 108433.
Tao Zhu, Wenjian Luo, Chenyang Bu, Lihua Yue. Accelerate population-based stochastic search algorithms with memory for optima tracking on dynamic power systems[J]. In: IEEE Transactions on Power Systems, 2016, 31(1): 268-277.
Xindong Wu, Tingting Jiang (学生), Yi Zhu, Chenyang Bu. Knowledge Graph for China’s Genealogy[J]. In: IEEE Transactions on Knowledge and Data Engineering (TKDE, CCF A 类期刊), 35 (1), 634-646.
参与项目
作为技术骨干参与了团队的多项项目,包括:
(1) 人工智能高质量数据开放平台开发及应用,安徽省科技攻关项目,2024.09至今,负责知识图谱构建。
(2) 智能化知识图谱研究与应用,2023.01-至今,负责领域资产构建,第一版工具已在思高科技部署。
(3) 华谱系统技术负责,2017.07 – 2020.12.
(4) HAO 营销系统技术负责,2021.01 – 2022.12.
(5) 知海系统技术负责 2023.01-至今.
(6) 国家重点研发项目“大数据知识工程基础理论及其应用研究”
其他个人主页
ResearchGate主页:https://www.researchgate.net/profile/Chenyang-Bu
ORCID主页:https://orcid.org/0000-0001-8203-0956
谷歌学术主页:https://scholar.google.com/citations?user=jyojIOgAAAAJ&hl=zh-CN&oi=ao
实验室主页: https://lab.zhonghuapu.com/