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Improving post-training structured pruning via two-stage reconstruction 期刊论文
EXPERT SYSTEMS WITH APPLICATIONS, 2026, 卷号: 296, 页码: 10
作者:  Li, Chenhao;  Li, Lin;  Zhang, Zhibin;  Qiu, Qiang;  Guo, Jiafeng;  Cheng, Xueqi
收藏  |  浏览/下载：6/0  |  提交时间：2025/12/03
Post-training pruning  Layer reconstruction  Channel pruning  Calibration data  
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  
Enhanced Dual-Pattern Matching With Vision-Language Representation for Out-of-Distribution Detection 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2025, 卷号: 47, 期号: 11, 页码: 9673-9687
作者:  Xiang, Xiang;  Xu, Zhuo;  Zhang, Zihan;  Zeng, Zhigang;  Chen, Xilin
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Visualization  Adaptation models  Training  Data models  Computational modeling  Feature extraction  Pattern matching  Tuning  Robustness  Data mining  OOD detection  vision-language models  
DMutDE: Dual-View Mutual Distillation Framework for Knowledge Graph Embeddings 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2025, 页码: 14
作者:  Liu, Ruizhou;  Wu, Zhe;  Wu, Yiling;  Cao, Zongsheng;  Xu, Qianqian;  Huang, Qingming
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Training  Data models  Predictive models  Cognition  Knowledge graphs  Electronic mail  Translation  Semantics  Noise  Costs  Knowledge distillation (KD)  knowledge graph (KG)  knowledge graph embedding (KGE)  
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  
Bi-Modality Individual-Aware Prompt Tuning for Visual-Language Model 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2025, 卷号: 47, 期号: 8, 页码: 6352-6368
作者:  Yao, Hantao;  Zhang, Rui;  Lyu, Huaihai;  Zhang, Yongdong;  Xu, Changsheng
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Tuning  Visualization  Training  Adaptation models  Hands  Feature extraction  Data models  Artificial intelligence  Transformers  Data mining  Prompt tuning  individual-aware prompt tuning  bi-modality prompt tuning  visual-language model  
DM-IDS-A Network Intrusion Detection Method Based on Dual-Modal Fusion 期刊论文
IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2025, 卷号: 22, 期号: 4, 页码: 3646-3661
作者:  Zha, Chao;  Wang, Zhiyu;  Fan, Yifei;  Bai, Bing;  Zhang, Yinjie;  Shi, Sainan;  Zhang, Ruyun
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Feature extraction  Payloads  Network intrusion detection  Telecommunication traffic  Vectors  Graph neural networks  Radio frequency  Data mining  Training  Technological innovation  Intrusion detection  flow modal  payload modal  bilinear fusion  semantic  
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  
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