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On Structural Explanation of Bias in Graph Neural Networks

On Structural Explanation of Bias in Graph Neural Networks

24 June 2022
Yushun Dong
Song Wang
Yu-Chiang Frank Wang
Tyler Derr
Jundong Li
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Papers citing "On Structural Explanation of Bias in Graph Neural Networks"

4 / 4 papers shown
Title
GFairHint: Improving Individual Fairness for Graph Neural Networks via Fairness Hint
GFairHint: Improving Individual Fairness for Graph Neural Networks via Fairness Hint
Paiheng Xu
Yuhang Zhou
Bang An
Wei Ai
Furong Huang
20
6
0
25 May 2023
A Comparative Analysis of Bias Amplification in Graph Neural Network
  Approaches for Recommender Systems
A Comparative Analysis of Bias Amplification in Graph Neural Network Approaches for Recommender Systems
Nikzad Chizari
Niloufar Shoeibi
María N. Moreno-García
8
13
0
18 Jan 2023
Explainability in Graph Neural Networks: A Taxonomic Survey
Explainability in Graph Neural Networks: A Taxonomic Survey
Hao Yuan
Haiyang Yu
Shurui Gui
Shuiwang Ji
159
463
0
31 Dec 2020
A Survey on Bias and Fairness in Machine Learning
A Survey on Bias and Fairness in Machine Learning
Ninareh Mehrabi
Fred Morstatter
N. Saxena
Kristina Lerman
Aram Galstyan
SyDa
FaML
283
4,143
0
23 Aug 2019
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