Towards Fair Financial Services for All: A Temporal GNN Approach for Individual Fairness on Transaction Networks

Author:

Song Zixing1ORCID,Zhang Yuji2ORCID,King Irwin1ORCID

Affiliation:

1. The Chinese University of Hong Kong, New Territories, Hong Kong

2. The Hong Kong Polytechnic University, Kowloon, Hong Kong

Funder

National Key Research and Development Program of China

Research Grants Council of the Hong Kong Special Administrative Region, China

Publisher

ACM

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3. Wendong Bi Bingbing Xu Xiaoqian Sun Zidong Wang Huawei Shen and Xueqi Cheng. 2022. Company-as-Tribe: Company Financial Risk Assessment on Tribe-Style Graph with Hierarchical Graph Neural Networks. In KDD. ACM 2712--2720. Wendong Bi Bingbing Xu Xiaoqian Sun Zidong Wang Huawei Shen and Xueqi Cheng. 2022. Company-as-Tribe: Company Financial Risk Assessment on Tribe-Style Graph with Hierarchical Graph Neural Networks. In KDD. ACM 2712--2720.

4. Reuben Binns. 2020. On the apparent conflict between individual and group fairness. In FAT*. ACM 514--524. Reuben Binns. 2020. On the apparent conflict between individual and group fairness. In FAT*. ACM 514--524.

5. K Broady M McComas and A Ouazad. 2021. An analysis of financial institutions in Black-majority communities: Black borrowers and depositors face considerable challenges in accessing banking services. K Broady M McComas and A Ouazad. 2021. An analysis of financial institutions in Black-majority communities: Black borrowers and depositors face considerable challenges in accessing banking services.

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