FairRec: Fairness Testing for Deep Recommender Systems

Author:

Guo Huizhong1,Li Jinfeng2,Wang Jingyi1,Liu Xiangyu2,Wang Dongxia1,Hu Zehong2,Zhang Rong2,Xue Hui2

Affiliation:

1. Zhejiang University, China

2. Alibaba Group, China

Funder

Key R\&D Program of Zhejiang

NSFC Programs

Alibaba Group through Alibaba Innovative Research Program

the Research Center of Alibaba Artificial Intelligence Governance

Publisher

ACM

Reference50 articles.

1. Himan Abdollahpouri and Robin Burke. 2019. Multi-stakeholder recommendation and its connection to multi-sided fairness. arXiv preprint arXiv:1907.13158. Himan Abdollahpouri and Robin Burke. 2019. Multi-stakeholder recommendation and its connection to multi-sided fairness. arXiv preprint arXiv:1907.13158.

2. User-centered Evaluation of Popularity Bias in Recommender Systems

3. Black box fairness testing of machine learning models

4. Themis: automatically testing software for discrimination

5. Fairness in Recommendation Ranking through Pairwise Comparisons

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2. Search-Based Fairness Testing: An Overview;2023 IEEE International Conference on Computing (ICOCO);2023-10-09

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