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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  
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  
Practically Unbiased Pairwise Loss for Recommendation With Implicit Feedback 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2025, 卷号: 47, 期号: 4, 页码: 2460-2474
作者:  Cao, Tianwei;  Xu, Qianqian;  Yang, Zhiyong;  Ma, Zhanyu;  Huang, Qingming
收藏  |  浏览/下载：33/0  |  提交时间：2025/06/25
Estimation  Imputation  Training data  IP networks  Accuracy  Supervised learning  Recommender systems  Noise  Data models  Computer science  Recommender system  collaborative filtering  debias  noise-robust learning  pairwise ranking loss  
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  
Algorithm-Dependent Generalization of AUPRC Optimization: Theory and Algorithm 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 7, 页码: 5062-5079
作者:  Wen, Peisong;  Xu, Qianqian;  Yang, Zhiyong;  He, Yuan;  Huang, Qingming
收藏  |  浏览/下载：56/0  |  提交时间：2024/12/06
Optimization  Stability analysis  Stochastic processes  Measurement  Standards  Approximation algorithms  Machine learning algorithms  Machine learning  AUPRC  learning to rank  algorithm-dependent generalization  stability  
Mitigating Confounding Bias in Practical Recommender Systems With Partially Inaccessible Exposure Status 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 2, 页码: 957-974
作者:  Cao, Tianwei;  Xu, Qianqian;  Yang, Zhiyong;  Huang, Qingming
收藏  |  浏览/下载：72/0  |  提交时间：2024/05/20
Recommender system  collaborative filtering  confounding bias  debias  counterfactual learning  
Positive-Unlabeled Learning With Label Distribution Alignment 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 12, 页码: 15345-15363
作者:  Jiang, Yangbangyan;  Xu, Qianqian;  Zhao, Yunrui;  Yang, Zhiyong;  Wen, Peisong;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：64/0  |  提交时间：2024/05/20
Estimation  Stochastic processes  Optimization  Computer science  Predictive models  Information processing  Fasteners  Positive-unlabeled learning  weakly supervised learning  binary classification