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CAC: A Clustering Based Framework for Classification


Feb 23, 2021
Shivin Srivastava, Siddharth Bhatia, Lingxiao Huang, Lim Jun Heng, Kenji Kawaguchi, Vaibhav Rajan


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Coresets for Regressions with Panel Data


Nov 03, 2020
Lingxiao Huang, K. Sudhir, Nisheeth K. Vishnoi

* This is a Full version of a paper to appear in NeurIPS 2020. The code can be found in https://github.com/huanglx12/Coresets-for-regressions-with-panel-data 

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Fair Classification with Noisy Protected Attributes


Jun 08, 2020
L. Elisa Celis, Lingxiao Huang, Nisheeth K. Vishnoi


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Coresets for Clustering with Fairness Constraints


Aug 12, 2019
Lingxiao Huang, Shaofeng H. -C. Jiang, Nisheeth K. Vishnoi


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Stable and Fair Classification


Feb 26, 2019
Lingxiao Huang, Nisheeth K. Vishnoi


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Classification with Fairness Constraints: A Meta-Algorithm with Provable Guarantees


Aug 02, 2018
L. Elisa Celis, Lingxiao Huang, Vijay Keswani, Nisheeth K. Vishnoi


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Multiwinner Voting with Fairness Constraints


Jun 18, 2018
L. Elisa Celis, Lingxiao Huang, Nisheeth K. Vishnoi

* The conference version of this paper appears in IJCAI-ECAI 2018 

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SVM via Saddle Point Optimization: New Bounds and Distributed Algorithms


Jan 28, 2018
Yifei Jin, Lingxiao Huang, Jian Li


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