Survey and Benchmarking Papers

Survey and Benchmarking Papers （* means corresponding author）

1. Hongzhi Yin, Liang Qu, Tong Chen, Wei Yuan, Ruiqi Zheng, Jing Long, Xin Xia, Yuhui Shi, Chengqi Zhang. "On-Device Recommender Systems: A Comprehensive Survey". Data Science and Engineering 2025. (Q1 Journal, 中科院一区)

2. Junliang Yu, Hongzhi Yin*, Xin Xia, Tong Chen, Jundong Li, Zi Huang. "Self-Supervised Learning for Recommender Systems: A Survey". Accepted by IEEE Transactions on Knowledge and Data Engineering. 2023. (TKDE'23). (Corresponding author, CCF Rank A, CORE Rank A*, Q1 Journal)

3. Ruiqi Zheng, Liang Qu, Bin Cui, Yuhui Shi, Hongzhi Yin*.  "AutoML for Deep Recommender Systems: A Survey". ACM Transactions on Information Systems. 2023. (TOIS'23). (Corresponding author, CCF Rank A, CORE Rank A, Q1 Journal) 

4. Thanh Toan Nguyen, Quoc Viet Hung Nguyen, Thanh Tam Nguyen, Thanh Trung Huynh, Thanh Thi Nguyen, Matthias Weidlich, Hongzhi Yin*. "Manipulating Recommender Systems: A Survey of Poisoning Attacks and Countermeasures" . ACM Computing Surveys (CSUR) 2024. (CCF Rank A, CORE Rank A*, Q1 Journal) 

5. Xinyi Gao, Junliang Yu, Tong Chen, Guanhua Ye, Wentao Zhang, Hongzhi Yin*. "Graph Condensation: A Survey". IEEE Transactions on Knowledge and Data Engineering 2025. (TKDE'25). (CCF Rank A, CORE Rank A*, Q1 Journal) 

6. Hung Vinh Tran, Tong Chen,  Quoc Viet Hung Nguyen, Zi Huang, Lizhen Cui, Hongzhi Yin*.  "A Thorough Performance Benchmarking on Lightweight Embedding-based Recommender Systems". ACM Transactions on Information Systems. 2025. (TOIS'25). (CCF Rank A, CORE Rank A, Q1 Journal) 

7. Thanh Tam Nguyen, Thanh Trung Huynh, Zhao Ren, Thanh Toan Nguyen, Phi Le Nguyen, Hongzhi Yin*, Quoc Viet Hung Nguyen. "A Survey of Privacy-Preserving Model Explanations: Privacy Risks, Attacks, and Countermeasures". Science China Information Sciences, 2025. (SCIS'25). (CCF Rank A, Q1 Journal)

8. Qianru Zhang, Peng Yang, Junliang Yu, Haixin Wang, Xingwei He, Siu-Ming Yiu, Hongzhi Yin*. "A Survey on Point-of-Interest Recommendation: Models, Architectures, and Security". IEEE Transactions on Knowledge and Data Engineering 2025. (TKDE'25). (CCF Rank A, CORE Rank A*, Q1 Journal) 

9. Thanh Tam Nguyen, Thanh Trung Huynh, Zhao Ren, Phi Le Nguyen, Alan Wee-Chung Liew, Hongzhi Yin, Quoc Viet Hung Nguyen. "A Survey of Machine Unlearning". ACM Transactions on Intelligent Systems and Technology 2025. (TIST'25) (Q1 Journal) 

10. Liwei Pan, Weike Pan, Meiyan Wei, Hongzhi Yin, Zhong Ming. "A Survey on Sequential Recommendation". Frontiers of Computer Science 2025. (CCF B, Q1 Journal)

11. Xinyi Gao, Dongting Xie, Yihang Zhang, Zhengren Wang, Conghui He, Hongzhi Yin*, Wentao Zhang. "A Comprehensive Survey on Imbalanced Data Learning". Frontiers of Computer Science 2025. (CCF B, Q1 Journal)

12. Thanh Tam Nguyen, Zhao Ren, Trinh Pham, Thanh Trung Huynh, Phi Le Nguyen, Hongzhi Yin, Quoc Viet Hung Nguyen. "Instruction-Guided Editing Controls for Images and Multimedia: A Survey in LLM era". arXiv:2411.09955

13. Qianru Zhang, Yuting Sun, Honggang Wen, Peng Yang, Xinzhu Li, Ming Li, Kwok-Yan Lam, Pietro Liò, Siu-Ming Yiu, Hongzhi Yin*. "Time Series Analysis in Frequency Domain: A Survey of Open Challenges, Opportunities and Benchmarks". arXiv:2504.07099. 

14. Qianru Zhang, Haixin Wang, Cheng Long, Liangcai Su, Xingwei He, Jianlong Chang, Tailin Wu, Hongzhi Yin, Siu-Ming Yiu, Qi Tian, Christian S Jensen. "A Survey of Generative Techniques for Spatial-Temporal Data Mining". arXiv:2405.09592

15. Yue Huang, Chujie Gao, Siyuan Wu, Haoran Wang, Xiangqi Wang, Yujun Zhou, Yanbo Wang, Jiayi Ye, Jiawen Shi, Qihui Zhang, Yuan Li, Han Bao, Zhaoyi Liu, Tianrui Guan, Dongping Chen, Ruoxi Chen, Kehan Guo, Andy Zou, Bryan Hooi Kuen-Yew, Caiming Xiong, Elias Stengel-Eskin, Hongyang Zhang, Hongzhi Yin, Huan Zhang, Huaxiu Yao, Jaehong Yoon, Jieyu Zhang, Kai Shu, Kaijie Zhu, Ranjay Krishna, Swabha Swayamdipta, Taiwei Shi, Weijia Shi, Xiang Li, Yiwei Li, Yuexing Hao, Zhihao Jia, Zhize Li, Xiuying Chen, Zhengzhong Tu, Xiyang Hu, Tianyi Zhou, Jieyu Zhao, Lichao Sun, Furong Huang, Or Cohen Sasson, Prasanna Sattigeri, Anka Reuel, Max Lamparth, Yue Zhao, Nouha Dziri, Yu Su, Huan Sun, Heng Ji, Chaowei Xiao, Mohit Bansal, Nitesh V Chawla, Jian Pei, Jianfeng Gao, Michael Backes, Philip S Yu, Neil Zhenqiang Gong, Pin-Yu Chen, Bo Li, Xiangliang Zhang. "On the Trustworthiness of Generative Foundation Models: Guideline, Assessment, and Perspective". arXiv:2502.14296.