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Eliminating Information Cocoons: Product Diversification Recommendation Based on User Clustering and Hybrid Reranking 期刊论文
NEUROCOMPUTING, 2026, 卷号: 670, 页码: 15
作者:  Li, Jiaxin;  Fang, Jinyun
收藏  |  浏览/下载：2/0  |  提交时间：2026/05/25
Diversified recommendation  Information cocoons  Local hybrid recommendation  Hybrid reranking  User clustering  
Online recommendation in non-stationary environments based on knowledge graph enhancement and time-varying reward mechanism 期刊论文
APPLIED INTELLIGENCE, 2026, 卷号: 56, 期号: 3, 页码: 22
作者:  Li, Jiaxin;  Fang, Jinyun
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Online recommendation system  Contextual Multi-Armed bandits (CMAB)  Time-Varying reward mechanism (TV-RM)  Knowledge graph (KG)  Thompson sampling (TS)  
CMC-GCN: Consistent multi-granularity cascading graph convolution network for multi-behavior recommendation 期刊论文
NEUROCOMPUTING, 2025, 卷号: 651, 页码: 12
作者:  Yin, Yabo;  Zhu, Xiaofei;  Huang, Kunyang;  Wang, Wenshan;  Zhang, Yihao;  Wang, Pengfei;  Fan, Yixing;  Guo, Jiafeng
收藏  |  浏览/下载：24/0  |  提交时间：2025/12/03
Multi-behavior recommendation  Self-supervised learning  Graph convolutional network  
ID-centric Pre-training for Recommendation 期刊论文
ACM TRANSACTIONS ON INFORMATION SYSTEMS, 2025, 卷号: 43, 期号: 5, 页码: 29
作者:  Wu, Yiqing;  Xie, Ruobing;  Zhang, Zhao;  Zhang, Xu;  Zhuang, Fuzhen;  Lin, Leyu;  Kang, Zhanhui;  An, Zhulin;  Xu, Yongjun
收藏  |  浏览/下载：16/0  |  提交时间：2025/12/03
Pre-trained Recommendation  ID-based Recommendation  Multi-domain Recommendation  
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：1/0  |  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：31/0  |  提交时间：2025/06/25
Collaborative metric learning (CML)  machine learning  partial AUC optimization  recommendation system  
FairGap: Fairness-Aware Recommendation via Generating Counterfactual Graph 期刊论文
ACM TRANSACTIONS ON INFORMATION SYSTEMS, 2024, 卷号: 42, 期号: 4, 页码: 25
作者:  Chen, Wei;  Wu, Yiqing;  Zhang, Zhao;  Zhuang, Fuzhen;  He, Zhongshi;  Xie, Ruobing;  Xia, Feng
收藏  |  浏览/下载：57/0  |  提交时间：2024/12/06
Fairness  recommendation  graph neural network  counterfactual  
Construction of a large-scale maritime element semantic schema based on knowledge graph models for unmanned automated decision-making 期刊论文
FRONTIERS IN MARINE SCIENCE, 2024, 卷号: 11, 页码: 24
作者:  Li, Yong;  Liu, Xiaotong;  Wang, Zhishan;  Mei, Qiang;  Xie, Wenxin;  Yang, Yang;  Wang, Peng
收藏  |  浏览/下载：52/0  |  提交时间：2024/12/06
knowledge graph  graph embedding  intelligent maritime  ship classification  similar berth recommendation  
Triple Dual Learning for Opinion-based Explainable Recommendation 期刊论文
ACM TRANSACTIONS ON INFORMATION SYSTEMS, 2024, 卷号: 42, 期号: 3, 页码: 27
作者:  Zhang, Yuting;  Sun, Ying;  Zhuang, Fuzhen;  Zhu, Yongchun;  An, Zhulin;  Xu, Yongjun
收藏  |  浏览/下载：45/0  |  提交时间：2024/12/06
Explainable recommendation  triple dual learning  opinion-based explanation  
Dynamic global structure enhanced multi-channel graph neural network for session-based recommendation 期刊论文
INFORMATION SCIENCES, 2023, 卷号: 624, 页码: 324-343
作者:  Zhu, Xiaofei;  Tang, Gu;  Wang, Pengfei;  Li, Chenliang;  Guo, Jiafeng;  Dietze, Stefan
收藏  |  浏览/下载：87/0  |  提交时间：2023/07/12
Recommendation system  Session-based recommendation  Graph neural network  Behavior modeling  Attention model  Representation learning