081203-计算机应用技术
081202-计算机软件与理论

时空数据挖掘, 图网络模型,强化学习

2017-10--2018-10   密苏里科技大学   访问学生
2013-09--2019-06   中国科学院大学   博士学位
2009-09--2013-06   吉林大学   学士学位

   

2019-08~2022-11,阿里巴巴云计算（北京）有限公司, 无
2019-07~2022-01,阿里巴巴云计算（北京）有限公司 和 中国科学院计算技术研究所, 企业联培博士后

   

（ 1 ） 一种基于特征重构误差的交通流量预测方法, 发明专利, 2021, 第 3 作者, 专利号: CN111754775B

   

[1] Pengfei Wang, Wenhao Liu, Jiajia Wang, Yana Liu, Pengjiang Li, Ping Xu, Wentao Cui, Ran Zhang, Qingqing Long, Zhilong Hu, Chen Fang, Jingxi Dong, Chunyang Zhang, Yan Chen, Chengrui Wang, Guole Liu, Hanyu Xie, Yiyang Zhang, Meng Xiao, Shubai Chen, Haiping Jiang, Yiqiang Chen, Ge Yang, Shihua Zhang, Zhen Meng, Xuezhi Wang, Guihai Feng, Xin Li, Yuanchun Zhou. scCompass: An Integrated Multi-Species scRNA-seq Database for AI-Ready. Advanced Science[J]. 2025, 第 1 作者null(null): 2500870, https://onlinelibrary.wiley.com/doi/10.1002/advs.202500870.
[2] Zhang, Xinhao, Wang, Zaitian, Jiang, Lu, Gao, Wanfu, Wang, Pengfei, Liu, Kunpeng, Larson, K. TFWT: Tabular Feature Weighting with Transformer. PROCEEDINGS OF THE THIRTY-THIRD INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, IJCAI 2024. 2024, 第 5 作者  通讯作者  2570-2578, https://webofscience.clarivate.cn/wos/woscc/full-record/WOS:001347142802076.
[3] Ning, Zhiyuan, Tian, Chunlin, Xiao, Meng, Fan, Wei, Wang, Pengyang, Li, Li, Wang, Pengfei, Zhou, Yuanchun, Larson, K. FedGCS : A Generative Framework for Efficient Client Selection in Federated Learning via Gradient-based Optimization. PROCEEDINGS OF THE THIRTY-THIRD INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, IJCAI 2024. 2024, 第 7 作者  通讯作者  4760-4768, https://webofscience.clarivate.cn/wos/woscc/full-record/WOS:001347142804098.
[4] Qingqing Long, Zheng Fang, Chen Fang, Chong Chen, Pengfei Wang, Yuanchun Zhou. Unveiling Delay Effects in Traffic Forecasting: A Perspective from Spatial-Temporal Delay Differential Equations. WWW. 2024, 第 5 作者  通讯作者  null(null): https://arxiv.org/abs/2402.01231.
[5] 杨晓东, Guole Liu, Guihai Feng, Dechao Bu, Pengfei Wang, Jie Jiang, Shubai Chen, Qinmeng Yang, Hefan Miao, Yiyang Zhang, Zhenpeng Man, Zhongming Liang, Zichen Wang, Yaning Li, Zheng Li, Yana Liu, Yao Tian, Yao Tian, Wenhao Liu, Cong Li, Ao Li, Jingxi Dong, Zhilong Hu, Chen Fang, Zixu Deng, Haiping Jiang, Wentao Cui, Jiahao Zhang, Zhaohui Yang, Handong Li, Xingjian He, Liqun Zhong, Jiaheng Zhou, Zijian Wang, Qingqing Long, Ping Xu, Hongmei Wang, Zhen Meng, Zhen Meng, Xuezhi Wang, Yangang Wang, Yong Wang, Shihua Zhang, Jingtao Guo, Yi Zhao, Yuanchun Zhou, Fei Li, 陈益强, Jing Liu, Ge Yang, Xin Li. GeneCompass: deciphering universal gene regulatory mechanisms with a knowledge-informed cross-species foundation model. Cell Research[J]. 2024, 第 5 作者null(null): 
[6] Dong, Hao, Wang, Pengyang, Xiao, Meng, Ning, Zhiyuan, Wang, Pengfei, Zhou, Yuanchun. Temporal inductive path neural network for temporal knowledge graph reasoning. ARTIFICIAL INTELLIGENCE[J]. 2024, 第 5 作者  通讯作者  329: http://dx.doi.org/10.1016/j.artint.2024.104085.
[7] Zhou, Yicheng, Wang, Pengfei, Dong, Hao, Zhang, Denghui, Yang, Dingqi, Fu, Yanjie, Wang, Pengyang, Larson, K. Make Graph Neural Networks Great Again: A Generic Integration Paradigm of Topology-Free Patterns for Traffic Speed Prediction. PROCEEDINGS OF THE THIRTY-THIRD INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, IJCAI 2024[J]. 2024, 第 2 作者null(null): 2607-2615, https://webofscience.clarivate.cn/wos/woscc/full-record/WOS:001347142802080.
[8] Dong, Hao, Ning, Zhiyuan, Wang, Pengyang, Qiao, Ziyue, Wang, Pengfei, Zhou, Yuanchun, Fu, Yanjie, Elkind, E. Adaptive Path-Memory Network for Temporal Knowledge Graph Reasoning. PROCEEDINGS OF THE THIRTY-SECOND INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, IJCAI 2023. 2023, 第 5 作者  通讯作者  2086-2094, https://webofscience.clarivate.cn/wos/woscc/full-record/WOS:001202344202020.
[9] Zhang, Ran, Wang, Xuezhi, Wang, Pengfei, Meng, Zhen, Cui, Wenjuan, Zhou, Yuanchun. HTCL-DDI: a hierarchical triple-view contrastive learning framework for drug-drug interaction prediction. BRIEFINGS IN BIOINFORMATICS[J]. 2023, 第 3 作者  通讯作者  24(6): http://dx.doi.org/10.1093/bib/bbad324.
[10] 王鹏飞, 刘鲲鹏. Unifying Human Mobility Forecasting and Trajectory Semantics Augmentation via Hawkes Process Based LSTM.. Proceedings of the 2022 SIAM International Conference on Data Mining[J]. 2022, 第 1 作者
[11] 王鹏飞. Deep Adaptive Graph Clustering via von Mises-Fisher Distributions. ACM Transactions on the Web(TWEB)[J]. 2022, 第 1 作者
[12] 刘鲲鹏, 王鹏飞. Efficient Reinforced Feature Selection via Early Stopping Traverse Strategy.. IEEE International Conference on Data Mining[J]. 2021, 第 2 作者
[13] Qiao, Ziyue, Wang, Pengyang, Fu, Yanjie, Du, Yi, Wang, Pengfei, Zhou, Yuanchun, Plant, C, Wang, H, Cuzzocrea, A, Zaniolo, C, Wu, X. Tree Structure-Aware Graph Representation Learning via Integrated Hierarchical Aggregation and Relational Metric Learning. 20TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM 2020). 2020, 第 5 作者432-441, 
[14] kunpeng liu, Yanjie Fu, 王鹏飞. Automating Feature Subspace Exploration via Multi-Agent Reinforcement Learning.. In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining[J]. 2019, 第 3 作者
[15] Qiao, Ziyue, Du, Yi, Fu, Yanjie, Wang, Pengfei, Zhou, Yuanchun, Baru, C, Huan, J, Khan, L, Hu, XH, Ak, R, Tian, Y, Barga, R, Zaniolo, C, Lee, K, Ye, YF. Unsupervised Author Disambiguation using Heterogeneous Graph Convolutional Network Embedding. 2019 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA). 2019, 第 4 作者910-919, http://dx.doi.org/10.1109/bigdata47090.2019.9005458.
[16] Wang Pengyang, Fu Yanjie, Zhang Jiawei, Wang Pengfei, Zheng Yu, Aggarwal Charu, ACM. You Are How You Drive: Peer and Temporal-Aware Representation Learning for Driving Behavior Analysis. KDD'18: PROCEEDINGS OF THE 24TH ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY & DATA MINING. 2018, 第 4 作者2457-2466, http://dx.doi.org/10.1145/3219819.3219985.
[17] Wang, Pengfei, Liu, Guannan, Fu, Yanjie, Zhou, Yuanchun, Li, Jianhui. Spotting Trip Purposes from Taxi Trajectories: A General Probabilistic Model. ACMTRANSACTIONSONINTELLIGENTSYSTEMSANDTECHNOLOGY[J]. 2018, 第 1 作者9(3): http://www.corc.org.cn/handle/1471x/2374254.
[18] Cui, Wenjuan, Wang, Pengfei, Du, Yi, Chen, Xin, Guo, Danhuai, Li, Jianhui, Zhou, Yuanchun. An algorithm for event detection based on social media data. NEUROCOMPUTING[J]. 2017, 第 2 作者254: 53-58, http://www.corc.org.cn/handle/1471x/2374216.
[19] 王鹏飞, Yanjie Fu, 刘冠男. Human Mobility Synchronization and Trip Purpose Detection with Mixture of Hawkes Processes.. In Proceedings of the 23th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining,[J]. 2017, 第 1 作者