Fairness in Graph Mining: A Survey

21 April 2022

Papers citing "Fairness in Graph Mining: A Survey"

23 / 73 papers shown

Title
Operationalizing Individual Fairness with Pairwise Fair Representations Preethi Lahoti Krishna P. Gummadi Gerhard Weikum FaML 67 101 0 02 Jul 2019
Compositional Fairness Constraints for Graph Embeddings A. Bose William L. Hamilton FaML 60 258 0 25 May 2019
Stable and Fair Classification Lingxiao Huang Nisheeth K. Vishnoi FaML 86 71 0 21 Feb 2019
Improved Adversarial Learning for Fair Classification L. E. Celis Vijay Keswani FaML 56 44 0 29 Jan 2019
Guarantees for Spectral Clustering with Fairness Constraints Matthäus Kleindessner Samira Samadi Pranjal Awasthi Jamie Morgenstern 52 155 0 24 Jan 2019
Identifying and Correcting Label Bias in Machine Learning Heinrich Jiang Ofir Nachum FaML 77 281 0 15 Jan 2019
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 193 7,554 0 01 Oct 2018
A Fairness-aware Hybrid Recommender System G. Farnadi Pigi Kouki Spencer K. Thompson S. Srinivasan Lise Getoor FaML 53 60 0 13 Sep 2018
Fairness Through Computationally-Bounded Awareness Michael P. Kim Omer Reingold G. Rothblum FaML 85 144 0 08 Mar 2018
Fair Clustering Through Fairlets Flavio Chierichetti Ravi Kumar Silvio Lattanzi Sergei Vassilvitskii FaML 53 430 0 15 Feb 2018
Word Embeddings Quantify 100 Years of Gender and Ethnic Stereotypes Nikhil Garg L. Schiebinger Dan Jurafsky James Zou AI4TS 50 952 0 22 Nov 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 384 19,991 0 30 Oct 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 427 15,066 0 07 Jun 2017
Beyond Parity: Fairness Objectives for Collaborative Filtering Sirui Yao Bert Huang FaML 35 365 0 24 May 2017
Counterfactual Fairness Matt J. Kusner Joshua R. Loftus Chris Russell Ricardo M. A. Silva FaML 191 1,566 0 20 Mar 2017
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 139 4,276 0 07 Oct 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 536 28,901 0 09 Sep 2016
Semantics derived automatically from language corpora contain human-like biases Aylin Caliskan J. Bryson Arvind Narayanan 150 2,650 0 25 Aug 2016
Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings Tolga Bolukbasi Kai-Wei Chang James Zou Venkatesh Saligrama Adam Kalai CVBM FaML 69 3,115 0 21 Jul 2016
node2vec: Scalable Feature Learning for Networks Aditya Grover J. Leskovec 168 10,825 0 03 Jul 2016
Ups and Downs: Modeling the Visual Evolution of Fashion Trends with One-Class Collaborative Filtering Ruining He Julian McAuley 115 2,048 0 04 Feb 2016
Censoring Representations with an Adversary Harrison Edwards Amos Storkey AAML FaML 54 504 0 18 Nov 2015
DeepWalk: Online Learning of Social Representations Bryan Perozzi Rami Al-Rfou Steven Skiena HAI 239 9,735 0 26 Mar 2014