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STWave+: A Multi-Scale Efficient Spectral Graph Attention Network With Long-Term Trends for Disentangled Traffic Flow Forecasting 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 6, 页码: 2671-2685
作者:  Fang, Yuchen;  Qin, Yanjun;  Luo, Haiyong;  Zhao, Fang;  Zheng, Kai
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Market research  Forecasting  Roads  Time series analysis  Sensors  Correlation  Encoding  Contrastive learning  graph attention network  spatio-temporal data  traffic forecasting  
Towards generalizable Graph Contrastive Learning: An information theory perspective 期刊论文
NEURAL NETWORKS, 2024, 卷号: 172, 页码: 17
作者:  Yuan, Yige;  Xu, Bingbing;  Shen, Huawei;  Cao, Qi;  Cen, Keting;  Zheng, Wen;  Cheng, Xueqi
收藏  |  浏览/下载:10/0  |  提交时间:2024/05/20
Graph Contrastive Learning  Generalization  Information theory  
DyTSCL: Dynamic graph representation via tempo-structural contrastive learning 期刊论文
NEUROCOMPUTING, 2023, 卷号: 556, 页码: 8
作者:  Li, Jianian;  Bao, Peng;  Yan, Rong;  Shen, Huawei
收藏  |  浏览/下载:17/0  |  提交时间:2023/12/04
Graph representation learning  Contrastive learning  Dynamic graph  Tempo-structural information