Resarch

I’m interested in Data Mining, and Artificial Intelligence. My current research focuses mainly on:

Graph Learning
Recommender Systems (RecSys)
Large Language Models (LLMs)
Trustworthy AI

Tutorials

Publications

Cite CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent

@inproceedings{ning2024cheatagent,
            title={CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent},
            author={Ning, Liang-bo and Wang, Shijie and Fan, Wenqi and Li, Qing and Xu, Xin and Chen, Hao and Huang, Feiran},
            booktitle={Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining},
            pages={2284--2295},
            year={2024}
          }

Cite A Survey on RAG Meets LLMs: Towards Retrieval-Augmented Large Language Models

@article{ding2024survey,
            title={A Survey on RAG Meets LLMs: Towards Retrieval-Augmented Large Language Models},
            author={Ding, Yujuan and Fan, Wenqi and Ning, Liangbo and Wang, Shijie and Li, Hengyun and Yin, Dawei and Chua, Tat-Seng and Li, Qing},
            journal={arXiv preprint arXiv:2405.06211},
            year={2024}
          }

Cite Graph Machine Learning in the Era of Large Language Models (LLMs)

@article{fan2024graph,
          title={Graph Machine Learning in the Era of Large Language Models (LLMs)},
          author={Fan, Wenqi and Wang, Shijie and Huang, Jiani and Chen, Zhikai and Song, Yu and Tang, Wenzhuo and Mao, Haitao and Liu, Hui and Liu, Xiaorui and Yin, Dawei and others},
          journal={arXiv preprint arXiv:2404.14928},
          year={2024}
        }

Cite Graph Unlearning with Efficient Partial Retraining

@article{zhang2024graph,
            title={Graph Unlearning with Efficient Partial Retraining},
            author={Zhang, Jiahao and Wang, Lin and Wang, Shijie and Fan, Wenqi},
            journal={arXiv preprint arXiv:2403.07353},
            year={2024}
          }

Cite Multi-agent Attacks for Black-box Social Recommendations

@article{fan2023untargeted,
            title={Untargeted Black-box Attacks for Social Recommendations},
            author={Fan, Wenqi and Wang, Shijie and Wei, Xiao-yong and Mei, Xiaowei and Li, Qing},
            journal={arXiv preprint arXiv:2311.07127},
            year={2023}
          }