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A Unified Perspective for Loss-Oriented Imbalanced Learning via Localization 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2026, 卷号: 48, 期号: 1, 页码: 639-656
作者:  Wang, Zitai;  Xu, Qianqian;  Yang, Zhiyong;  Xu, Zhikang;  Zhang, Linchao;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Calibration  Training  Safety  Predictive models  Data mining  Computers  Additives  Smoothing methods  Risk minimization  Protocols  Imbalanced learning  re-weighting  logit adjustment  fisher consistency  generalization analysis  
CACRE: A Weakly Supervised Method for Cross-Attention Contrastive Relation Extraction With Large Language Models 期刊论文
IEEE ACCESS, 2026, 卷号: 14, 页码: 18718-18729
作者:  Hu, Zhikui;  Zi, Kangli;  Luo, Tianyu;  Huang, Yuwei;  Wang, Shi
收藏  |  浏览/下载：0/0  |  提交时间：2026/05/25
Semantics  Contrastive learning  Feature extraction  Weak supervision  Vectors  Training  Large language models  Data mining  Tensors  Reliability  Relation extraction  weak supervision  contrastive learning  LLMs  
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：24/0  |  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：25/0  |  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  
SSC-PPI: A Subspace Structure Consistency-Based Method for Protein-Protein Interactions Prediction 期刊论文
IEEE TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2025, 卷号: 22, 期号: 6, 页码: 2477-2490
作者:  Ma, Ziping;  Min, Weiqing;  Zhang, Huanpu;  Huang, Yulei;  Jiang, Shuqiang
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Proteins  Feature extraction  Drugs  Diseases  Amino acids  Accuracy  Predictive models  Dimensionality reduction  Data mining  Databases  Protein-protein interactions  dimension reduction  unsupervised feature selection  latent representation learning  
Leveraging Eye Movement for Instructing Robust Video-Based Facial Expression Recognition 期刊论文
IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2025, 卷号: 16, 期号: 4, 页码: 3404-3420
作者:  Liu, Yuanyuan;  Wei, Lin;  Liu, Kejun;  Chen, Zijing;  Chen, Zhe;  Tang, Chang;  Chen, Jingying;  Shan, Shiguang
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Videos  Face recognition  Visualization  Emotion recognition  Transformers  Training  Accuracy  Data mining  Gaze tracking  Computational modeling  Video-based facial expression recognition  eye movement signals  pre-training  fine-tuning  instructed learning  
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：19/0  |  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：18/0  |  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  
Query-Aware Semantic Encoder-Based Resource Allocation in Task-Oriented Communications 期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2025, 卷号: 24, 期号: 7, 页码: 6413-6429
作者:  Cai, Qing;  Zhou, Yiqing;  Liu, Ling;  Yu, Hanxiao;  Wu, Yihao;  Shi, Ningzhe;  Shi, Jinglin
收藏  |  浏览/下载：24/0  |  提交时间：2025/12/03
Semantics  Receivers  Generators  Feature extraction  Costs  Transmitters  Decoding  Data mining  Bandwidth  Vectors  Semantic encoder  Task-oriented communications  Relevance-based data selection and bandwidth allocation  Deep reinforcement learning  
Multi-Modal Deep Representation Learning Accurately Identifies and Interprets Drug-Target Interactions 期刊论文
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2025, 卷号: 29, 期号: 7, 页码: 5350-5360
作者:  Hu, Jiayue;  Liu, Yuhang;  Zeng, Xiangxiang;  Zou, Quan;  Su, Ran;  Wei, Leyi
收藏  |  浏览/下载：23/0  |  提交时间：2025/12/03
Proteins  Drugs  Three-dimensional displays  Training  Feature extraction  Data models  Data mining  Bioinformatics  Deep learning  Contrastive learning  Drug-target interaction  multi-modal learning  molecular representation