Trustworthy Recommender Systems: Foundations and Frontiers

Author:

Fan Wenqi1ORCID,Zhao Xiangyu2ORCID,Wang Lin1ORCID,Chen Xiao3ORCID,Gao Jingtong2ORCID,Liu Qidong4ORCID,Wang Shijie1ORCID

Affiliation:

1. The Hong Kong Polytechnic University, Hong Kong SAR, China

2. City University of Hong Kong, Hong Kong SAR, China

3. The Hong Kong Polytechnic University & Innovation, Chinese Academy of Sciences, Hong Kong SAR, China

4. City University of Hong Kong & Xi'an Jiaotong University, Hong Kong SAR, China

Funder

NSFC

The Hong Kong Polytechnic University

the Hong Kong Research Grants Council

Collaborative Project

Publisher

ACM

Reference12 articles.

1. Erfan Aghasian , Saurabh Garg , and James Montgomery . 2018. User's Privacy in Recommendation Systems Applying Online Social Network Data , A Survey and Taxonomy. arXiv preprint arXiv:1806.07629 ( 2018 ). Erfan Aghasian, Saurabh Garg, and James Montgomery. 2018. User's Privacy in Recommendation Systems Applying Online Social Network Data, A Survey and Taxonomy. arXiv preprint arXiv:1806.07629 (2018).

2. Jingfan Chen Wenqi Fan Guanghui Zhu Xiangyu Zhao Chunfeng Yuan Qing Li and Yihua Huang. 2022. Knowledge-enhanced Black-box Attacks for Recommendations. In SIGKDD. 108--117. Jingfan Chen Wenqi Fan Guanghui Zhu Xiangyu Zhao Chunfeng Yuan Qing Li and Yihua Huang. 2022. Knowledge-enhanced Black-box Attacks for Recommendations. In SIGKDD. 108--117.

3. Xiao Chen , Wenqi Fan , Jingfan Chen , Haochen Liu , Zitao Liu , Zhaoxiang Zhang , and Qing Li. 2023. Fairly Adaptive Negative Sampling for Recommendations. WWW ( 2023 ). Xiao Chen, Wenqi Fan, Jingfan Chen, Haochen Liu, Zitao Liu, Zhaoxiang Zhang, and Qing Li. 2023. Fairly Adaptive Negative Sampling for Recommendations. WWW (2023).

4. Wenqi Fan , Tyler Derr , Xiangyu Zhao , Yao Ma , Hui Liu , Jianping Wang , Jiliang Tang , and Qing Li. 2021. Attacking black-box recommendations via copying cross-domain user profiles . In IEEE ICDE. IEEE. Wenqi Fan, Tyler Derr, Xiangyu Zhao, Yao Ma, Hui Liu, Jianping Wang, Jiliang Tang, and Qing Li. 2021. Attacking black-box recommendations via copying cross-domain user profiles. In IEEE ICDE. IEEE.

5. Jointly Attacking Graph Neural Network and its Explanations

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