Showing results 1 to 12 of 12
A Survey on Data Collection for Machine Learning: a Big Data - AI Integration Perspective Roh, Yuji; Heo, Geon; Whang, Steven Euijong, IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, v.33, no.4, pp.1328 - 1347, 2021-04 |
Data cleaning for accurate, fair, and robust models: A big data - AI integration approach Tae, Ki Hyun; Roh, Yuji; Oh, Young Hun; Kim, Hyunsu; Whang, Steven Euijong, 3rd Workshop on Data Management for End-To-End Machine Learning, DEEM 2019 - In conjunction with the 2019 ACM SIGMOD/PODS Conference, pp.5:1 - 5:4, Association for Computing Machinery, 2019-06-30 |
Data Collection and Quality Challenges in Deep Learning: A Data-Centric AI Perspective Whang, Steven Euijong; Roh, Yuji; Song, Hwanjun; Lee, Jae-Gil, VLDB JOURNAL, v.32, no.4, pp.791 - 813, 2023-07 |
FairBatch: Batch Selection for Model Fairness Roh, Yuji; Lee, Kangwook; Whang, Steven Euijong; Suh, Changho, 9th International Conference on Learning Representations, The International Conference on Learning Representations, 2021-05-05 |
FR-Train: A Mutual Information-Based Approach to Fair and Robust Training Roh, Yuji; Lee, Kangwook; Whang, Steven Euijong; Suh, Changho, 37th International Conference on Machine Learning (ICML 2020), ICML, 2020-07-16 |
Improving Fair Training under Correlation Shifts Roh, Yuji; Lee, Kangwook; Whang, Steven Euijong; Suh, Changho, International Conference on Machine Learning, ICML2023, International Machine Learning Society, 2023-07-25 |
Inspector Gadget: A Data Programming-based Labeling System for Industrial Images Heo, Geon; Roh, Yuji; Hwang, Seonghyeon; Lee, Dayun; Whang, Steven Euijong, 47th International Conference on Very Large Data Bases (VLDB), VLDB Endowment, 2021-08-17 |
Machine Learning Robustness, Fairness, and their Convergence Lee, Jae-Gil; Roh, Yuji; Song, Hwanjun; Whang, Steven Euijong, 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2021, pp.4046 - 4047, Association for Computing Machinery, 2021-08-14 |
Responsible AI Challenges in End-to-end Machine Learning Whang, Steven Euijong; Tae, Ki Hyun; Roh, Yuji; Heo, Geon, The Bulletin of the Technical Committee on Data Engineering, v.44, no.1, pp.79 - 91, 2021-03 |
Sample Selection for Fair and Robust Training Roh, Yuji; Whang, Steven Euijong; Lee, Kangwook; Suh, Changho, 35th Conference on Neural Information Processing Systems (NeurIPS 2021), NeurIPS, 2021-12-09 |
The World is Changing: Improving Fair Training under Correlation Shifts Roh, Yuji; Suh, Changho; Lee, Kangwook; Whang, Steven Euijong, International Conference on Learning Representations, ICLR 2023, International Conference on Learning Representation, 2023-05-02 |
Towards practical model fairness for trustworthy and safe AI = 신뢰할 수 있는 인공지능을 위한 실용적인 모델 공정성link Roh, Yuji; 노유지; et al, 한국과학기술원, 2024 |
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