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GSM-EL: A Generalizable Symbol-Manipulation Approach for Entity Linking 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 3, 页码: 1213-1226
作者:  Cheng, Xueqi;  Wang, Yuanzheng;  Fan, Yixing;  Guo, Jiafeng;  Zhang, Ruqing;  Bi, Keping
收藏  |  浏览/下载：2/0  |  提交时间：2025/06/25
Neural networks  Biological neural networks  Feature extraction  Adaptation models  Training  Liquids  Knowledge engineering  Knowledge based systems  Hands  Vectors  Neural-symbolic method  symbol-manipulation  entity linking  
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：4/0  |  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  
PrivFusion: Privacy-Preserving Model Fusion via Decentralized Federated Graph Matching 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 12, 页码: 9051-9064
作者:  Chen, Qian;  Chen, Yiqiang;  Jiang, Xinlong;  Zhang, Teng;  Dai, Weiwei;  Huang, Wuliang;  Yan, Bingjie;  Yan, Zhen;  Lu, Wang;  Ye, Bo
收藏  |  浏览/下载：6/0  |  提交时间：2025/06/25
Adaptation models  Data models  Privacy  Load modeling  Biological neural networks  Collaboration  Predictive models  Graph matching  model fusion  model privacy  
Interrelated Dense Pattern Detection in Multilayer Networks 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 11, 页码: 6462-6476
作者:  Feng, Wenjie;  Wang, Li;  Hooi, Bryan;  Ng, See Kiong;  Liu, Shenghua
收藏  |  浏览/下载：2/0  |  提交时间：2025/06/25
Nonhomogeneous media  Matrix decomposition  Diseases  Cross layer design  Image edge detection  Task analysis  Optimization  Multilayer network  dense subgraph detection  interrelated pattern mining  algorithm design  
Temporal Knowledge Graph Reasoning With Dynamic Memory Enhancement 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 11, 页码: 7115-7128
作者:  Zhang, Fuwei;  Zhang, Zhao;  Zhuang, Fuzhen;  Zhao, Yu;  Wang, Deqing;  Zheng, Hongwei
收藏  |  浏览/下载：3/0  |  提交时间：2025/06/25
Cognition  Knowledge graphs  Task analysis  History  Convolution  Biological system modeling  Semantics  Temporal knowledge graph (TKG)  memory pool  temporal knowledge graph reasoning  
NIERT: Accurate Numerical Interpolation Through Unifying Scattered Data Representations Using Transformer Encoder 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 11, 页码: 6731-6744
作者:  Ding, Shizhe;  Xia, Boyang;  Ren, Milong;  Bu, Dongbo
收藏  |  浏览/下载：2/0  |  提交时间：2025/06/25
Interpolation algorithm  pre-trained models  scattered data  transformer encoder  
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 10, 页码: 5388-5408
作者:  Jin, Guangyin;  Liang, Yuxuan;  Fang, Yuchen;  Shao, Zezhi;  Huang, Jincai;  Zhang, Junbo;  Zheng, Yu
收藏  |  浏览/下载：15/0  |  提交时间：2024/12/06
Surveys  Task analysis  Time series analysis  Transportation  Topology  Graph neural networks  Deep learning  predictive learning  spatio-temporal data mining  time series  urban computing  
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：23/0  |  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  
Graph Adversarial Immunization for Certifiable Robustness 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 4, 页码: 1597-1610
作者:  Tao, Shuchang;  Cao, Qi;  Shen, Huawei;  Wu, Yunfan;  Hou, Liang;  Cheng, Xueqi
收藏  |  浏览/下载：31/0  |  提交时间：2024/05/20
Adversarial attack  adversarial immunization  certifiable robustness  graph neural networks  node classification  
Unified Dense Subgraph Detection: Fast Spectral Theory Based Algorithms 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 3, 页码: 1356-1370
作者:  Feng, Wenjie;  Liu, Shenghua;  Koutra, Danai;  Cheng, Xueqi
收藏  |  浏览/下载：26/0  |  提交时间：2024/05/20
Approximation algorithms  Image edge detection  Heuristic algorithms  Greedy algorithms  Optimization  Collaboration  Task analysis  Algorithm  anomaly detection  dense subgraph  graph spectral theory  large graph mining