Trade less Accuracy for Fairness and Trade-off Explanation for GNN

Author:

Liu Yazheng1,Zhang Xi1,Xie Sihong2

Affiliation:

1. Key Laboratory of Trustworthy Distributed Computing and Service (MoE), BUPT

2. Lehigh University,Computer Science and Engineering Dept

Funder

National Science Foundation

Publisher

IEEE

Reference43 articles.

1. Graphlime: Local interpretable model explanations for graph neural networks;huang,2020

2. A semisupervised graph attentive network for financial fraud detection;wang;ICDM,2019

3. Equality of opportunity in supervised learning;hardt;Advances in neural information processing systems,2016

4. Pgm-explainer: Probabilistic graphical model explanations for graph neural networks;vu;Advances in neural information processing systems,2020

5. Crosswalk: Fairness-enhanced node representation learning;khajehnejad,2021

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