Promoting Fairness in GNNs: A Characterization of Stability

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Promoting Fairness in GNNs: A Characterization of Stability

7 September 2023

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Papers citing "Promoting Fairness in GNNs: A Characterization of Stability"

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Title
Are Defenses for Graph Neural Networks Robust? Felix Mujkanovic Simon Geisler Stephan Günnemann Aleksandar Bojchevski OOD AAML 70 59 0 31 Jan 2023
Characterizing the Influence of Graph Elements Zizhang Chen Peizhao Li Hongfu Liu Pengyu Hong TDI 34 22 0 14 Oct 2022
Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based Recommendation Chao Huang Jiahui Chen Lianghao Xia Yong-mei Xu Peng Dai Yanqing Chen Liefeng Bo Jiashu Zhao Xiangji Huang 161 98 0 08 Oct 2021
Lipschitz Normalization for Self-Attention Layers with Application to Graph Neural Networks George Dasoulas Kevin Scaman Aladin Virmaux GNN 63 39 0 08 Mar 2021
On Explainability of Graph Neural Networks via Subgraph Explorations Hao Yuan Haiyang Yu Jie Wang Kang Li Shuiwang Ji FAtt 83 390 0 09 Feb 2021
The Lipschitz Constant of Self-Attention Hyunjik Kim George Papamakarios A. Mnih 74 145 0 08 Jun 2020
DeBayes: a Bayesian Method for Debiasing Network Embeddings Maarten Buyl T. D. Bie FaML CML 53 78 0 26 Feb 2020
GraphLIME: Local Interpretable Model Explanations for Graph Neural Networks Q. Huang M. Yamada Yuan Tian Dinesh Singh Dawei Yin Yi-Ju Chang FAtt 90 357 0 17 Jan 2020
Operationalizing Individual Fairness with Pairwise Fair Representations Preethi Lahoti Krishna P. Gummadi Gerhard Weikum FaML 80 101 0 02 Jul 2019
Compositional Fairness Constraints for Graph Embeddings A. Bose William L. Hamilton FaML 70 259 0 25 May 2019
GNNExplainer: Generating Explanations for Graph Neural Networks Rex Ying Dylan Bourgeois Jiaxuan You Marinka Zitnik J. Leskovec LLMAG 150 1,323 0 10 Mar 2019
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 243 7,653 0 01 Oct 2018
Link Prediction Based on Graph Neural Networks Muhan Zhang Yixin Chen GNN 100 1,937 0 27 Feb 2018
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 509 15,247 0 07 Jun 2017
Variational Graph Auto-Encoders Thomas Kipf Max Welling GNN BDL SSL CML 151 3,586 0 21 Nov 2016
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 228 4,312 0 07 Oct 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 644 29,076 0 09 Sep 2016