Yuji Roh

24 papers A* 7Journal 16Unranked 1
YearRankTypeTitle / Venue / Authors
2025 A* conf
PFGuard: A Generative Framework with Privacy and Fairness Safeguards.
ICLR
Soyeon Kim, Yuji Roh, Geon Heo, Steven Euijong Whang
2024 A* conf
LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views.
ICML
Yuji Roh, Qingyun Liu, Huan Gui, Zhe Yuan, Yujin Tang, Steven Euijong Whang, Liang Liu, Shuchao Bi, Lichan Hong, Ed H. Chi, Zhe Zhao
2024 J jnl
LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views.
CoRR
Yuji Roh, Qingyun Liu, Huan Gui, Zhe Yuan, Yujin Tang, Steven Euijong Whang, Liang Liu, Shuchao Bi, Lichan Hong, Ed H. Chi, Zhe Zhao
2024 J jnl
PFGuard: A Generative Framework with Privacy and Fairness Safeguards.
CoRR
Soyeon Kim, Yuji Roh, Geon Heo, Steven Euijong Whang
2023 J jnl
Data collection and quality challenges in deep learning: a data-centric AI perspective.
VLDB J.
Steven Euijong Whang, Yuji Roh, Hwanjun Song, Jae-Gil Lee
2023 J jnl
Dr-Fairness: Dynamic Data Ratio Adjustment for Fair Training on Real and Generated Data.
Trans. Mach. Learn. Res.
Yuji Roh, Weili Nie, De-An Huang, Steven Euijong Whang, Arash Vahdat, Anima Anandkumar
2023 A* conf
Improving Fair Training under Correlation Shifts.
ICML
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh
2023 J jnl
Improving Fair Training under Correlation Shifts.
CoRR
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh
2021 J jnl
A Survey on Data Collection for Machine Learning: A Big Data - AI Integration Perspective.
IEEE Trans. Knowl. Data Eng.
Yuji Roh, Geon Heo, Steven Euijong Whang
2021 J jnl
Data Collection and Quality Challenges in Deep Learning: A Data-Centric AI Perspective.
CoRR
Steven Euijong Whang, Yuji Roh, Hwanjun Song, Jae-Gil Lee
2021 A* conf
FairBatch: Batch Selection for Model Fairness.
ICLR
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh
2021 A* conf
Machine Learning Robustness, Fairness, and their Convergence.
KDD
Jae-Gil Lee, Yuji Roh, Hwanjun Song, Steven Euijong Whang
2021 J jnl
Responsible AI Challenges in End-to-end Machine Learning.
CoRR
Steven Euijong Whang, Ki Hyun Tae, Yuji Roh, Geon Heo
2021 J jnl
Responsible AI Challenges in End-to-end Machine Learning.
IEEE Data Eng. Bull.
Steven Euijong Whang, Ki Hyun Tae, Yuji Roh, Geon Heo
2021 A* conf
Sample Selection for Fair and Robust Training.
NeurIPS
Yuji Roh, Kangwook Lee, Steven Whang, Changho Suh
2021 J jnl
Sample Selection for Fair and Robust Training.
CoRR
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh
2020 A* conf
FR-Train: A Mutual Information-Based Approach to Fair and Robust Training.
ICML
Yuji Roh, Kangwook Lee, Steven Whang, Changho Suh
2020 J jnl
FR-Train: A mutual information-based approach to fair and robust training.
CoRR
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh
2020 J jnl
FairBatch: Batch Selection for Model Fairness.
CoRR
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh
2020 J jnl
Inspector Gadget: A Data Programming-based Labeling System for Industrial Images.
CoRR
Geon Heo, Yuji Roh, Seonghyeon Hwang, Dayun Lee, Steven Euijong Whang
2020 J jnl
Inspector Gadget: A Data Programming-based Labeling System for Industrial Images.
Proc. VLDB Endow.
Geon Heo, Yuji Roh, Seonghyeon Hwang, Dayun Lee, Steven Whang
2019 — conf
Data Cleaning for Accurate, Fair, and Robust Models: A Big Data - AI Integration Approach.
DEEM@SIGMOD
Ki Hyun Tae, Yuji Roh, Young Hun Oh, Hyunsu Kim, Steven Euijong Whang
2019 J jnl
Data Cleaning for Accurate, Fair, and Robust Models: A Big Data - AI Integration Approach.
CoRR
Ki Hyun Tae, Yuji Roh, Young Hun Oh, Hyunsu Kim, Steven Euijong Whang
2018 J jnl
A Survey on Data Collection for Machine Learning: a Big Data - AI Integration Perspective.
CoRR
Yuji Roh, Geon Heo, Steven Euijong Whang