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Yuji Roh
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A survey on data collection for machine learning: a big data-ai integration perspective
Y Roh, G Heo, SE Whang
IEEE Transactions on Knowledge and Data Engineering 33 (4), 1328-1347, 2019
11572019
Data collection and quality challenges in deep learning: A data-centric ai perspective
SE Whang, Y Roh, H Song, JG Lee
The VLDB Journal 32 (4), 791-813, 2023
3542023
Fairbatch: Batch selection for model fairness
Y Roh, K Lee, SE Whang, C Suh
International Conference on Learning Representations (ICLR), 2021
1532021
Fr-train: A mutual information-based approach to fair and robust training
Y Roh, K Lee, S Whang, C Suh
International Conference on Machine Learning (ICML), 8147-8157, 2020
1002020
Data cleaning for accurate, fair, and robust models: A big data-AI integration approach
KH Tae, Y Roh, YH Oh, H Kim, SE Whang
Proceedings of the 3rd international workshop on data management for end-to …, 2019
902019
Sample Selection for Fair and Robust Training
Y Roh, K Lee, SE Whang, C Suh
Neural Information Processing Systems (NeurIPS), 2021
732021
Machine learning robustness, fairness, and their convergence
JG Lee, Y Roh, H Song, SE Whang
Proceedings of the 27th ACM SIGKDD conference on knowledge discovery & data …, 2021
222021
Inspector gadget: A data programming-based labeling system for industrial images
G Heo, Y Roh, S Hwang, D Lee, SE Whang
International Conference on Very Large Data Bases (VLDB), 2020
172020
Improving fair training under correlation shifts
Y Roh, K Lee, SE Whang, C Suh
International Conference on Machine Learning (ICML), 2023
152023
Responsible AI Challenges in End-to-end Machine Learning
SE Whang, KH Tae, Y Roh, G Heo
IEEE Data Engineering Bulletin, 2021
10*2021
Comparison of slowness profiles of Lamb wave with elastic moduli and crystal structure in single crystalline silicon wafers
Y Min, G Yun, KM Kim, Y Roh, YH Kim
비파괴검사학회지 36 (1), 1-8, 2016
52016
Dr-Fairness: Dynamic Data Ratio Adjustment for Fair Training on Real and Generated Data
Y Roh, W Nie, DA Huang, SE Whang, A Vahdat, A Anandkumar
Transactions on Machine Learning Research, 2023
32023
Comparison of slowness curves of Lamb wave with elastic moduli and crystal structure in silicon wafers
G Yun, KM Kim, Y Roh, Y Min, JK Lee, YH Kim
2013 IEEE International Ultrasonics Symposium (IUS), 1598-1601, 2013
32013
Fairness-based neural network model training using real and generated data
Y Roh, W Nie, DA Huang, A Vahdat, A Anandkumar
US Patent App. 18/307,227, 2024
12024
PFGuard: A Generative Framework with Privacy and Fairness Safeguards
S Kim, Y Roh, G Heo, SE Whang
arXiv preprint arXiv:2410.02246, 2024
2024
LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views
Y Roh, Q Liu, H Gui, Z Yuan, Y Tang, SE Whang, L Liu, S Bi, L Hong, ...
International Conference on Machine Learning (ICML), 2024
2024
Towards practical model fairness for trustworthy and safe AI
Y Roh
한국과학기술원, 2024
2024
The World is Changing: Improving Fair Training under Correlation Shifts
Y Roh, K Lee, SE Whang, C Suh
2023
Dependence of sound characteristics on the bowing position in a violin
YJ Roh, YH Kim
Journal of the Korean Physical Society 65 (11), 1853-1857, 2014
2014
FR-GAN: Fair and Robust Training
Y Roh, K Lee, GJ Hwang, SE Whang, C Suh
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