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Responsible AI Challenges in End-to-end Machine Learning


Jan 15, 2021
Steven Euijong Whang, Ki Hyun Tae, Yuji Roh, Geon Heo


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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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Inspector Gadget: A Data Programming-based Labeling System for Industrial Images


Apr 07, 2020
Geon Heo, Yuji Roh, Seonghyeon Hwang, Dayun Lee, Steven Euijong Whang

* 10 pages, 12 figures 

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Slice Tuner: A Selective Data Collection Framework for Accurate and Fair Machine Learning Models


Mar 10, 2020
Ki Hyun Tae, Steven Euijong Whang

* 16 pages, 11 figures 

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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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Data Cleaning for Accurate, Fair, and Robust Models: A Big Data - AI Integration Approach


Apr 22, 2019
Ki Hyun Tae, Yuji Roh, Young Hun Oh, Hyunsu Kim, Steven Euijong Whang

* 4 pages 

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A Survey on Data Collection for Machine Learning: a Big Data - AI Integration Perspective


Nov 08, 2018
Yuji Roh, Geon Heo, Steven Euijong Whang

* 19 pages 

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Slice Finder: Automated Data Slicing for Model Validation


Aug 01, 2018
Yeounoh Chung, Tim Kraska, Neoklis Polyzotis, Steven Euijong Whang

* In submission to ICDE 

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