中国科学院计算技术研究所机构知识库

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	A hybrid approach to formulaic alpha discovery with large language model assistance 期刊论文 FRONTIERS OF COMPUTER SCIENCE, 2026, 卷号: 20, 期号: 2, 页码: 14 作者:  Yu, Shuo;  Xue, Hong-Yan;  Ao, Xiang;  He, Qing 收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03 computational finance  stock trend forecasting  large language model
	Accurate multi-step wind and solar power forecasting based on multi-scale convolutional Kolmogorov-Arnold network and improved Lemming-optimized attention fusion 期刊论文 ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2026, 卷号: 163, 页码: 21 作者:  Chen, Siyuan;  Wan, Hang;  Peng, Botao;  Quan, Rui;  Chang, Yufang;  Derigent, William 收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03 Renewable energy management  Multi-step power forecasting  Multi-scale convolutional Kolmogorov-Arnold network  Artificial Lemming Algorithm  Efficient additive attention
	GinAR plus : A Robust End-to-End Framework for Multivariate Time Series Forecasting With Missing Values 期刊论文 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 8, 页码: 4635-4648 作者:  Yu, Chengqing;  Wang, Fei;  Shao, Zezhi;  Qian, Tangwen;  Zhang, Zhao;  Wei, Wei;  An, Zhulin;  Wang, Qi;  Xu, Yongjun 收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03 Correlation  Predictive models  Forecasting  Time series analysis  Data models  Robustness  Adaptation models  Imputation  Contrastive learning  Training  graph interpolation attention recursive network  multivariate time series forecasting with missing values
	Burst-Sensitive Traffic Forecast via Multi-Property Personalized Fusion in Federated Learning 期刊论文 IEEE TRANSACTIONS ON MOBILE COMPUTING, 2025, 卷号: 24, 期号: 7, 页码: 5598-5614 作者:  Xue, Jingjing;  Sun, Sheng;  Liu, Min;  Wang, Yuwei;  Meng, Xuying;  Wang, Jingyuan;  Zhang, JunBo;  Xu, Ke 收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03 Predictive models  Forecasting  Data models  Market research  Fluctuations  Computational modeling  Training  Telecommunication traffic  Adaptation models  Mathematical models  Network traffic forecast  federated learning (FL)  heterogeneous data  multi-scale representation  personalized fusion
	Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis 期刊论文 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 1, 页码: 291-305 作者:  Shao, Zezhi;  Wang, Fei;  Xu, Yongjun;  Wei, Wei;  Yu, Chengqing;  Zhang, Zhao;  Yao, Di;  Sun, Tao;  Jin, Guangyin;  Cao, Xin;  Cong, Gao;  Jensen, Christian S.;  Cheng, Xueqi 收藏  |  浏览/下载：39/0  |  提交时间：2025/06/25 Forecasting  Time series analysis  Benchmark testing  Transformers  Predictive models  Data models  Computer science  Reliability  Proposals  Electricity  Benchmarking  multivariate time series  spatial-temporal forecasting  long-term time series forecasting
	REFOL: Resource-Efficient Federated Online Learning for Traffic Flow Forecasting 期刊论文 IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 页码: 16 作者:  Liu, Qingxiang;  Sun, Sheng;  Liang, Yuxuan;  Xu, Xiaolong;  Liu, Min;  Bilal, Muhammad;  Wang, Yuwei;  Li, Xujing;  Zheng, Yu 收藏  |  浏览/下载：17/0  |  提交时间：2025/06/25 Predictive models  Concept drift  Correlation  Forecasting  Computational modeling  Data models  Optimization  Adaptation models  Urban areas  Training  Traffic flow forecasting  federated learning  concept drift  online learning  graph convolution
	Online Spatio-Temporal Correlation-Based Federated Learning for Traffic Flow Forecasting 期刊论文 IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 页码: 13 作者:  Liu, Qingxiang;  Sun, Sheng;  Liu, Min;  Wang, Yuwei;  Gao, Bo 收藏  |  浏览/下载：35/0  |  提交时间：2024/12/06 Predictive models  Forecasting  Servers  Correlation  Data models  Federated learning  Adaptation models  online learning  spatio-temporal correlation  traffic flow forecasting
	DMGSTCN: Dynamic Multigraph Spatio-Temporal Convolution Network for Traffic Forecasting 期刊论文 IEEE INTERNET OF THINGS JOURNAL, 2024, 卷号: 11, 期号: 12, 页码: 22208-22219 作者:  Qin, Yanjun;  Tao, Xiaoming;  Fang, Yuchen;  Luo, Haiyong;  Zhao, Fang;  Wang, Chenxing 收藏  |  浏览/下载：34/0  |  提交时间：2024/12/06 Time series analysis  Convolution  Forecasting  Correlation  Task analysis  Roads  Predictive models  Graph convolution network (GCN)  spatial-temporal data  traffic forecasting
	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：38/0  |  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
	DMSTG: Dynamic Multiview Spatio-Temporal Networks for Traffic Forecasting 期刊论文 IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 6, 页码: 6865-6880 作者:  Diao, Zulong;  Wang, Xin;  Zhang, Dafang;  Xie, Gaogang;  Chen, Jianguo;  Pei, Changhua;  Meng, Xuying;  Xie, Kun;  Zhang, Guangxing 收藏  |  浏览/下载：33/0  |  提交时间：2024/12/06 Forecasting  Convolutional neural networks  Predictive models  Roads  Real-time systems  Feature extraction  Tensors  Traffic forecasting  dynamic spatial-temporal graph networks  traffic sensor networks  smart city services