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SAQE: Complex Logical Query Answering via Semantic-Aware Representation Learning 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 11, 页码: 6651-6665
作者:  Cao, Zongsheng;  Xu, Qianqian;  Yang, Zhiyong;  He, Yuan;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Cognition  Knowledge graphs  Representation learning  Semantics  Optimization  Logic  Accuracy  Data mining  Training  Artificial intelligence  Knowledge graph  logic query answering  semantic-aware learning  hierarchical reasoning optimization  
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  
AdaE: Knowledge Graph Embedding With Adaptive Embedding Sizes 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 8, 页码: 4432-4445
作者:  Guan, Zhanpeng;  Zhang, Fuwei;  Zhang, Zhao;  Zhuang, Fuzhen;  Wang, Fei;  An, Zhulin;  Xu, Yongjun
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Knowledge graphs  Adaptation models  Training  Data models  Search problems  Vectors  Overfitting  Tail  Optimization  Tensors  Knowledge graph embedding (KGE)  Data imbalance issue  Dimension selection  
Ten Challenging Problems in Federated Foundation Models 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 7, 页码: 4314-4337
作者:  Fan, Tao;  Gu, Hanlin;  Cao, Xuemei;  Chan, Chee Seng;  Chen, Qian;  Chen, Yiqiang;  Feng, Yihui;  Gu, Yang;  Geng, Jiaxiang;  Luo, Bing;  Liu, Shuoling;  Ong, Win Kent;  Ren, Chao;  Shao, Jiaqi;  Sun, Chuan;  Tang, Xiaoli;  Tae, Hong Xi;  Tong, Yongxin;  Wei, Shuyue;  Wu, Fan;  Xi, Wei;  Xu, Mingcong;  Yang, He;  Yang, Xin;  Yan, Jiangpeng;  Yu, Hao;  Yu, Han;  Zhang, Teng;  Zhang, Yifei;  Zhang, Xiaojin;  Zheng, Zhenzhe;  Fan, Lixin;  Yang, Qiang
收藏  |  浏览/下载：6/0  |  提交时间：2025/12/03
Frequency modulation  Foundation models  Privacy  Optimization  Adaptation models  Watermarking  Knowledge transfer  Training  Fans  Data privacy  Federated foundation models (FedFMs)  federated learning  foundation models  large language models  privacy-preserving Ai  
Revisiting Edge Perturbation for Graph Neural Network in Graph Data Augmentation and Attack 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 7, 页码: 4225-4238
作者:  Liu, Xin;  Zhang, Yuxiang;  Wu, Meng;  Yan, Mingyu;  He, Kun;  Yan, Wei;  Pan, Shirui;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Perturbation methods  Graph neural networks  Image edge detection  Data augmentation  Accuracy  Training  Measurement  Optimization  Detectors  World Wide Web  Edge perturbation  graph neural network  graph data augmentation  graph data attack  
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：13/0  |  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：38/0  |  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：46/0  |  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：14/0  |  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：15/0  |  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