徐扬 Yang Xu

论文

1. EffiPOI: A Product Quantization Framework Based on Knowledge Distillation for Efficient POI Recommendations
   Chengmei Peng, Yang Xu*, Lei Zhu, Fengling Li, Huaxiang Zhang, Zhigang Ma
   ACM Transactions on Information Systems (TOIS), 2026 (Corresponding author, CCF-A, Q1 Journal, IF: 9.1)
2. Prompt-Enhanced Multi-Modal Cross-Region POI Recommendations
   Chengmei Peng, Yang Xu*, Lei Zhu, Fengling Li, Huaxiang Zhang, Zhigang Ma
   IEEE Transactions on Multimedia (TMM), 2026 (Corresponding author, CCF-A, Q1 Journal, IF: 9.7)
3. IMMPOI: An Interest-Aware Multimodal Adaptive Fusion Framework for POI Recommendations
   Zunlong Liu, Yang Xu*, Lei Zhu, Jingwei Ma, Jingjing Li
   IEEE Transactions on Multimedia (TMM), 2025 (Corresponding author, CCF-A, Q1 Journal, IF: 9.7)
4. ARTS: A General and Efficient Multi-Task Self-Prompt Framework for Explainable Sequential Recommendation
   Zunlong Liu, Yang Xu*, Gao Cong, Lei Zhu, Qinjun Qiu, Huaxiang Zhang
   ACM Transactions on Information Systems (TOIS), 2025 (Corresponding author, CCF-A, Q1 Journal, IF: 9.1)
5. GANPOI: A Multi-factor Generative Adversarial Framework for POI Recommendation
   Yarong Yu, Yang Xu*, Lei Zhu, Jingwei Ma, Fengling Li
   Expert Systems with Applications (ESWA), 2025 (Corresponding author, Q1 Journal, IF: 7.5)
6. HGDNet: De-noised Review-based Rating Prediction using Hierarchical Gating and Discriminative Networks
   Jingwei Ma, Jiahui Wen, Lei Zhu, Mingyang Zhong, Yang Xu, Lei Guo, Hongzhi Yin
   ACM Transactions on Information Systems (TOIS), 2025 (CCF-A, Q1 Journal, IF: 9.1)
7. MMPOI: A Multi-Modal Content-Aware Framework for POI Recommendations
   Yang Xu, Gao Cong, Lei Zhu, Lizhen Cui
   WWW 2024 (CCF-A) | code
8. FUMMER: A Fine-grained Self-supervised Momentum Distillation Framework for Multimodal Recommendation
   Yibiao Wei, Yang Xu*, Lei Zhu, Jingwei Ma, Jiangping Huang
   Information Processing & Management (IPM), 2024 (Corresponding author, Q1 Journal, IF: 8.6)
9. Multi-level Cross-modal Contrastive Learning for Review-aware Recommendation
   Yibiao Wei, Yang Xu*, Lei Zhu, Jingwei Ma, Chengmei Peng
   Expert Systems with Applications (ESWA), 2024 (Corresponding author, Q1 Journal, IF: 8.5)
10. On evaluation metrics for diversity-enhanced recommendations
    Xueqi Li, Gao Cong, Guoqing Xiao, Yang Xu, Wenjun Jiang, Kenli Li
    CIKM 2024 (CCF-B)
11. Temporal Social Graph Hashing for Efficient Recommendation
    Yang Xu, Lei Zhu, Jingjing Li, Fengling Li, Heng Tao Shen
    IEEE Transactions on Knowledge and Data Engineering (TKDE), 2023 (CCF-A, Q1 Journal, IF: 9.235)
12. Explainable discrete Collaborative Filtering
    Lei Zhu, Yang Xu*, Jingjing Li, Weili Guan, Zhiyong Cheng
    IEEE Transactions on Knowledge and Data Engineering (TKDE), 2022 (Corresponding author, CCF-A, Q1 Journal, IF: 9.235) | paper
13. Deep Discrete Hashing for Label Distribution Learning
    Zhen Zhang, Lei Zhu, Yaping Li, Yang Xu*
    IEEE Signal Processing Letters, 2021 (Corresponding author, CCF-C, Q1 Journal, IF: 3.201) | paper
14. Binary multi-modal matrix factorization for fast item cold-start recommendation
    Chengmei Peng, Lei Zhu, Yang Xu*, Yaping Li, Lei Guo
    Neurocomputing, 2021 (Corresponding author, CCF-C, Q1 Journal, IF: 5.779) | paper | matlab code
15. Multi-modal discrete collaborative filtering for efficient cold-start recommendation
    Yang Xu, Lei Zhu, Zhiyong Cheng, Jingjing Li, Zheng Zhang, Huaxiang Zhang
    IEEE Transactions on Knowledge and Data Engineering (TKDE), 2021 (CCF-A, Q1 Journal, IF: 9.235) | paper | matlab code
16. Temporal representation learning for time series classification
    Yupeng Hu, Peng Zhan, Yang Xu, Jia Zhao, Yujun Li, Xueqing Li
    Neural Computing and Applications (CCF-C, Q1 Journal, IF: 5.102) | paper
17. Long short-term memory with sequence completion for cross-domain sequential recommendation
    Guang Yang, Xiaoguang Hong, Zhaohui Peng, Yang Xu
    APWeb-WAIM 2020 (CCF-C) | paper
18. Multi-feature discrete collaborative filtering for fast cold-start recommendation
    Yang Xu, Lei Zhu, Zhiyong Cheng, Jingjing Li, Jiande Sun
    AAAI 2020 (CCF-A) | paper
19. Deeply fusing reviews and contents for cold start users in cross-domain recommendation systems
    Wenjing Fu, Zhaohui Peng, Senzhang Wang, Yang Xu, Jin Li
    AAAI 2019 (CCF-A) | paper
20. Feature-based online segmentation algorithm for streaming time series
    Peng Zhan, Yupeng Hu, Wei Luo, Yang Xu, Qi Zhang, Xueqing Li
    CollaborateCom'18 (CCF-C) | paper
21. SARFM: A Sentiment-Aware Review Feature Mapping Approach for Cross-Domain Recommendation
    Yang Xu, Zhaohui Peng, Yupeng Hu, Xiaoguang Hong
    WISE 2018 (CCF-C) | paper
22. Cross-Domain Recommendation for Mapping Sentiment Review Pattern
    Yang Xu, Zhaohui Peng, Yupeng Hu, Xiaoguang Hong, Wenjing Fu
    KSEM 2018 (CCF-C) | paper
23. HOMMIT: A Sequential Recommendation for Modeling Interest-Transferring via High-Order Markov Model
    Yang Xu, Xiaoguang Hong, Zhaohui Peng, Yupeng Hu, Guang Yang
    WISE 2017 (CCF-C) | paper
24. Efficient snapshot KNN join processing for large data using mapreduce
    Yupeng Hu, Chong Yang, Cun Ji, Yang Xu, Xueqing Li
    ICPADS 2016 (CCF-C) | paper
25. Temporal recommendation via modeling dynamic interests with inverted-U-curves
    Yang Xu, Xiaoguang Hong, Zhaohui Peng, Guang Yang, Philip S Yu
    DASFAA 2016 (CCF-B) | paper
26. Relevance search on signed heterogeneous information network based on meta-path factorization
    Min Zhu, Tianchen Zhu, Zhaohui Peng, Guang Yang, Yang Xu, Senzhang Wang, Xiangwei Wang, Xiaoguang Hong
    WAIM 2015 (CCF-C) | paper

奖励

• 2022, ACM ICMR Outstanding Reviewer Award
• 2017, Scientific Research Outstanding Achievement Award
• 2016, The First Prize Academic Scholarship
• 2011, National Scholarship for Graduate Students
• 2010, National Encouragement Scholarship for Graduate Students