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Improving Fair Training under Correlation Shifts


Feb 05, 2023
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh

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Equal Experience in Recommender Systems


Oct 12, 2022
Jaewoong Cho, Moonseok Choi, Changho Suh

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* 18 pages, 9 figures 

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Matrix Completion with Hierarchical Graph Side Information


Jan 02, 2022
Adel Elmahdy, Junhyung Ahn, Changho Suh, Soheil Mohajer

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* Advances in Neural Information Processing Systems 33 (NeurIPS 2020) 
* 53 pages, 3 figures, 1 table. Published in NeurIPS 2020. The first two authors contributed equally to this work. In this revision, achievability proof technique is updated and typos are corrected. arXiv admin note: substantial text overlap with arXiv:2109.05408 

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Sample Selection for Fair and Robust Training


Oct 27, 2021
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh

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* Accepted to 35th Conference on Neural Information Processing Systems (NeurIPS), 2021 

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On the Fundamental Limits of Matrix Completion: Leveraging Hierarchical Similarity Graphs


Sep 12, 2021
Junhyung Ahn, Adel Elmahdy, Soheil Mohajer, Changho Suh

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* The first two authors contributed equally to this work. A preliminary version of this work was presented at the 2020 Advances in Neural Information Processing Systems Conference (NeurIPS 2020) 

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FairBatch: Batch Selection for Model Fairness


Dec 03, 2020
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh

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MC2G: An Efficient Algorithm for Matrix Completion with Social and Item Similarity Graphs


Jun 08, 2020
Qiaosheng Zhang, Geewon Suh, Changho Suh, Vincent Y. F. Tan

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FR-Train: A mutual information-based approach to fair and robust training


Feb 24, 2020
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh

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Community Detection and Matrix Completion with Two-Sided Graph Side-Information


Dec 06, 2019
Qiaosheng, Zhang, Vincent Y. F. Tan, Changho Suh

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Wasserstein GAN Can Perform PCA


Feb 25, 2019
Jaewoong Cho, Changho Suh

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* 6 pages, 4 figures. Submitted to IEEE Transactions on Information Theory 

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