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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：0/0  |  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  
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：23/0  |  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  
CGCGraph: Efficient CPU-GPU Co-execution for Concurrent Dynamic Graph Processing 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2025, 卷号: 22, 期号: 3, 页码: 26
作者:  Sun, Yiming;  Zhang, Jie;  Cao, Huawei;  Zhang, Yuan;  An, Xuejun;  Huang, Junying;  Ye, Xiaochun
收藏  |  浏览/下载：18/0  |  提交时间：2025/12/03
CPU-GPU co-execution  concurrent graph processing  dynamic graph snapshot processing  high throughput  
GAHE: Geometry-Aware Embedding for Hyper-Relational Knowledge Graph Representation 期刊论文
ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2025, 卷号: 21, 期号: 7, 页码: 26
作者:  Cao, Zongsheng;  Xu, Qianqian;  Yang, Zhiyong;  He, Yuan;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：17/0  |  提交时间：2025/12/03
Knowledge Graph  Hyper-relational Learning  Multicurvature Spaces  Geometry Aware  
AUCPro: AUC-Oriented Provable Robustness Learning 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2025, 卷号: 47, 期号: 6, 页码: 4579-4596
作者:  Bao, Shilong;  Xu, Qianqian;  Yang, Zhiyong;  He, Yuan;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：18/0  |  提交时间：2025/12/03
Robustness  Training  Perturbation methods  Machine learning  Heavily-tailed distribution  Smoothing methods  Gaussian noise  Data mining  Standards  Protocols  AUC-oriented learning  adversarial robustness  machine learning  
SPMGAE: Self-purified masked graph autoencoders release robust expression power 期刊论文
NEUROCOMPUTING, 2025, 卷号: 611, 页码: 14
作者:  Song, Shuhan;  Li, Ping;  Dun, Ming;  Zhang, Yuan;  Cao, Huawei;  Ye, Xiaochun
收藏  |  浏览/下载：93/0  |  提交时间：2024/12/06
Graph neural networks  Masked graph autoencoders  Robustness  Graph adversarial attacks  
UncTrack: Reliable Visual Object Tracking With Uncertainty-Aware Prototype Memory Network 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2025, 卷号: 34, 页码: 3533-3546
作者:  Yao, Siyuan;  Guo, Yang;  Yan, Yanyang;  Ren, Wenqi;  Cao, Xiaochun
收藏  |  浏览/下载：18/0  |  提交时间：2025/12/03
Uncertainty  Location awareness  Target tracking  Transformers  Reliability  Prototypes  Object tracking  Visualization  Accuracy  Training  Reliable object tracking  uncertainty estimation  prototype memory network  memory updating  
CAN: Cascade Augmentations Against Noise for Image Restoration 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2025, 卷号: 34, 页码: 5131-5146
作者:  Yan, Yanyang;  Yao, Siyuan;  Ren, Wenqi;  Zhang, Rui;  Guo, Qi;  Cao, Xiaochun
收藏  |  浏览/下载：23/0  |  提交时间：2025/12/03
Image restoration  cascade augmentations  cascade augmentations  noise corruptions  noise corruptions  
OTRec: Cross-Modal Learning for Multimodal Recommendation via Optimal Transport 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2025, 卷号: 27, 页码: 8603-8617
作者:  Cao, Zongsheng;  Xu, Qianqian;  Yang, Zhiyong;  He, Yuan;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：0/0  |  提交时间：2026/05/25
Semantics  Recommender systems  Contrastive learning  Electronic mail  Lattices  Data models  Data mining  Artificial intelligence  Accuracy  Visualization  Multimodal recommendation  optimal transport  modal-invariant  modal-specific  
Improved Diversity-Promoting Collaborative Metric Learning for Recommendation 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 12, 页码: 9004-9022
作者:  Bao, Shilong;  Xu, Qianqian;  Yang, Zhiyong;  He, Yuan;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：29/0  |  提交时间：2025/06/25
Collaborative metric learning (CML)  machine learning  partial AUC optimization  recommendation system