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 | 1153 | 2019 |
Inspector Gadget: A Data Programming-based Labeling System for Industrial Images G Heo, Y Roh, S Hwang, D Lee, SE Whang Proceedings of the VLDB Endowment 14 (1), 28-36, 2020 | 17 | 2020 |
Responsible AI Challenges in End-to-end Machine Learning S Euijong Whang, KH Tae, Y Roh, G Heo arXiv e-prints, arXiv: 2101.05967, 2021 | 10* | 2021 |
Personalized DP-SGD using Sampling Mechanisms G Heo, J Seo, SE Whang arXiv preprint arXiv:2305.15165, 2023 | 2 | 2023 |
Redactor: a data-centric and individualized defense against inference attacks G Heo, SE Whang Proceedings of the AAAI Conference on Artificial Intelligence 37 (12), 14874 …, 2023 | 1 | 2023 |
PFGuard: A Generative Framework with Privacy and Fairness Safeguards S Kim, Y Roh, G Heo, SE Whang arXiv preprint arXiv:2410.02246, 2024 | | 2024 |
Redactor: Targeted Disinformation Generation using Probabilistic Decision Boundaries. G Heo, SE Whang CoRR, 2022 | | 2022 |