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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  
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：4/0  |  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：17/0  |  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  
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：13/0  |  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：15/0  |  提交时间：2025/06/25
Online manipulation  adversarial learning  pairwise comparison  ranking aggregation  
Enhancing Sample Utilization in Noise-Robust Deep Metric Learning With Subgroup-Based Positive-Pair Selection 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2024, 卷号: 33, 页码: 6083-6097
作者:  Yu, Zhipeng;  Xu, Qianqian;  Jiang, Yangbangyan;  Sun, Yingfei;  Huang, Qingming
收藏  |  浏览/下载：33/0  |  提交时间：2024/12/06
Metric learning  noisy label  deep learning  deep learning  pair- wise loss  pair- wise loss  pair- wise loss  pair- wise loss  positive-pair selection  positive-pair selection