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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  
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：25/0  |  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)  
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  
SGKGE: Semantically Guided Knowledge Graph Embeddings via Complementary Latent Representations 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2025, 页码: 14
作者:  Liu, Ruizhou;  Cao, Zongsheng;  Wu, Zhe;  Wu, Yiling;  Xu, Qianqian;  Huang, Qingming
收藏  |  浏览/下载：59/0  |  提交时间：2025/06/25
Semantics  Manifolds  Vectors  Training  Tensors  Knowledge graphs  Animals  Translation  Tail  Matrix decomposition  Hyperbolic manifold  knowledge graph embedding (KGE)  
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  
Sequential Manipulation Against Rank Aggregation: Theory and Algorithm 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 12, 页码: 9353-9370
作者:  Ma, Ke;  Xu, Qianqian;  Zeng, Jinshan;  Liu, Wei;  Cao, Xiaochun;  Sun, Yingfei;  Huang, Qingming
收藏  |  浏览/下载：30/0  |  提交时间：2025/06/25
Online manipulation  adversarial learning  pairwise comparison  ranking aggregation