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Robust Recommender System: A Survey and Future Directions 期刊论文
ACM COMPUTING SURVEYS, 2026, 卷号: 58, 期号: 1, 页码: 38
作者:  Zhang, Kaike;  Cao, Qi;  Sun, Fei;  Wu, Yunfan;  Tao, Shuchang;  Shen, Huawei;  Cheng, Xueqi
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Recommender system  robustness  attack  noise  defense  denoise  
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：34/0  |  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  
Enhancing Recommendation with Denoising Auxiliary Task 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2024, 卷号: 39, 期号: 5, 页码: 1123-1137
作者:  Liu, Peng-Sheng;  Zheng, Li-Nan;  Chen, Jia-Le;  Zhang, Guang-Fa;  Xu, Yang;  Fang, Jin-Yun
收藏  |  浏览/下载：57/0  |  提交时间：2025/06/25
auxiliary task learning  recommender system  sequence denoising  
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：73/0  |  提交时间：2024/05/20
Recommender system  collaborative filtering  confounding bias  debias  counterfactual learning  
Topic-aware Intention Network for Explainable Recommendation with Knowledge Enhancement 期刊论文
ACM TRANSACTIONS ON INFORMATION SYSTEMS, 2023, 卷号: 41, 期号: 4, 页码: 23
作者:  Li, Qiming;  Zhang, Zhao;  Zhuang, Fuzhen;  Xu, Yongjun;  Li, Chao
收藏  |  浏览/下载：82/0  |  提交时间：2023/12/04
Knowledge graph  recommender system  topic model  
Negative Can Be Positive: Signed Graph Neural Networks for Recommendation 期刊论文
INFORMATION PROCESSING & MANAGEMENT, 2023, 卷号: 60, 期号: 4, 页码: 14
作者:  Huang, Junjie;  Xie, Ruobing;  Cao, Qi;  Shen, Huawei;  Zhang, Shaoliang;  Xia, Feng;  Cheng, Xueqi
收藏  |  浏览/下载：71/0  |  提交时间：2023/12/04
Negative feedback  Signed social networks  Graph Neural Networks  Recommender system  
Meta-Wrapper: Differentiable Wrapping Operator for User Interest Selection in CTR Prediction 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2022, 卷号: 44, 期号: 11, 页码: 8449-8464
作者:  Cao, Tianwei;  Xu, Qianqian;  Yang, Zhiyong;  Huang, Qingming
收藏  |  浏览/下载：77/0  |  提交时间：2023/07/12
Feature extraction  Predictive models  Wrapping  Frequency modulation  Computational modeling  Training  Recommender systems  Click-through rate prediction  recommender system  bilevel optimization  meta-learning  
Self-Supervised learning for Conversational Recommendation 期刊论文
INFORMATION PROCESSING & MANAGEMENT, 2022, 卷号: 59, 期号: 6, 页码: 19
作者:  Li, Shuokai;  Xie, Ruobing;  Zhu, Yongchun;  Zhuang, Fuzhen;  Tang, Zhenwei;  Zhao, Wayne Xin;  He, Qing
收藏  |  浏览/下载：95/0  |  提交时间：2023/07/12
Conversational recommender system  Self-supervised learning  Knowledge  
Accurate and Explainable Recommendation via Hierarchical Attention Network Oriented Towards Crowd Intelligence 期刊论文
KNOWLEDGE-BASED SYSTEMS, 2021, 卷号: 213, 页码: 13
作者:  Yang, Chao;  Zhou, Weixin;  Wang, Zhiyu;  Jiang, Bin;  Li, Dongsheng;  Shen, Huawei
收藏  |  浏览/下载：115/0  |  提交时间：2021/12/01
Crowd intelligence  Explainable recommendation  Hierarchical attention  Review representation  Recommender system  
Neural Collaborative Preference Learning With Pairwise Comparisons 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2021, 卷号: 23, 页码: 1977-1989
作者:  Li, Zhaopeng;  Xu, Qianqian;  Jiang, Yangbangyan;  Ma, Ke;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：90/0  |  提交时间：2022/06/21
Recommender system  collaborative ranking  neural networks  preference ranking