Fairness in Graph Mining: A Survey

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Fairness in Graph Mining: A Survey

IEEE Transactions on Knowledge and Data Engineering (TKDE), 2022

21 April 2022

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Papers citing "Fairness in Graph Mining: A Survey"

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Title
GFairHint: Improving Individual Fairness for Graph Neural Networks via Fairness HintACM Transactions on Knowledge Discovery from Data (TKDD), 2023 Paiheng Xu Yuhang Zhou Bang An Wei Ai Furong Huang 325 8 0 25 May 2023
A Comprehensive Survey on Deep Graph Representation LearningNeural Networks (Neural Netw.), 2023 Wei Ju Zheng Fang Yiyang Gu Zequn Liu Qingqing Long ... Jingyang Yuan Yusheng Zhao Yifan Wang Xiao Luo Ming Zhang GNN AI4TS 418 243 0 11 Apr 2023
Counterfactual Learning on Graphs: A SurveyMachine Intelligence Research (MIR), 2023 Zhimeng Guo Teng Xiao Zongyu Wu Charu C. Aggarwal Hui Liu Suhang Wang CML AI4CE 373 24 0 03 Apr 2023
Graph Neural Network Surrogates of Fair Graph Filtering Emmanouil Krasanakis Symeon Papadopoulos 158 1 0 14 Mar 2023
RELIANT: Fair Knowledge Distillation for Graph Neural NetworksSDM (SDM), 2023 Yushun Dong Binchi Zhang Yiling Yuan Na Zou Qi Wang Jundong Li 329 15 0 03 Jan 2023
Fairness and Explainability: Bridging the Gap Towards Fair Model ExplanationsAAAI Conference on Artificial Intelligence (AAAI), 2022 Yuying Zhao Yu Wang Hanyu Wang FaML 174 19 0 07 Dec 2022
Interpreting Unfairness in Graph Neural Networks via Training Node AttributionAAAI Conference on Artificial Intelligence (AAAI), 2022 Yushun Dong Song Wang Jing Ma Ninghao Liu Jundong Li 179 29 0 25 Nov 2022
FairMILE: Towards an Efficient Framework for Fair Graph Representation LearningConference on Equity and Access in Algorithms, Mechanisms, and Optimization (EAAMO), 2022 Yuntian He Saket Gurukar Srinivas Parthasarathy FaML 416 6 0 17 Nov 2022
Balancing Utility and Fairness in Submodular Maximization (Technical Report)International Conference on Extending Database Technology (EDBT), 2022 Yanhao Wang Yuchen Li Francesco Bonchi Ying Wang 274 5 0 02 Nov 2022
On Structural Explanation of Bias in Graph Neural NetworksKnowledge Discovery and Data Mining (KDD), 2022 Yushun Dong Song Wang Yu Wang Hanyu Wang Jundong Li 158 34 0 24 Jun 2022
A Survey on Fairness for Machine Learning on Graphs Charlotte Laclau C. Largeron Manvi Choudhary FaML 212 31 0 11 May 2022
Representation Bias in Data: A Survey on Identification and Resolution TechniquesACM Computing Surveys (ACM CSUR), 2022 N. Shahbazi Yin Lin Abolfazl Asudeh H. V. Jagadish 248 109 0 22 Mar 2022