Yuji Roh

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 21

Top Topics

Multi Modal Image Registration

Machine Learning

Mutual Information

Top Venues

Proc. VLDB Endow.

Publications

Yuji Roh, Qingyun Liu, Huan Gui, Zhe Yuan, Yujin Tang, Steven Euijong Whang, Liang Liu, Shuchao Bi, Lichan Hong, Ed H. Chi, Zhe Zhao
LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views. CoRR (2024)
Steven Euijong Whang, Yuji Roh, Hwanjun Song, Jae-Gil Lee
Data collection and quality challenges in deep learning: a data-centric AI perspective. VLDB J. 32 (4) (2023)
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh
Improving Fair Training under Correlation Shifts. CoRR (2023)
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh
Improving Fair Training under Correlation Shifts. ICML (2023)
Yuji Roh, Weili Nie, De-An Huang, Steven Euijong Whang, Arash Vahdat, Anima Anandkumar
Dr-Fairness: Dynamic Data Ratio Adjustment for Fair Training on Real and Generated Data. Trans. Mach. Learn. Res. 2023 (2023)
Jae-Gil Lee, Yuji Roh, Hwanjun Song, Steven Euijong Whang
Machine Learning Robustness, Fairness, and their Convergence. KDD (2021)
Steven Euijong Whang, Ki Hyun Tae, Yuji Roh, Geon Heo
Responsible AI Challenges in End-to-end Machine Learning. CoRR (2021)
Steven Euijong Whang, Ki Hyun Tae, Yuji Roh, Geon Heo
Responsible AI Challenges in End-to-end Machine Learning. IEEE Data Eng. Bull. 44 (1) (2021)
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh
FairBatch: Batch Selection for Model Fairness. ICLR (2021)
Yuji Roh, Geon Heo, Steven Euijong Whang
A Survey on Data Collection for Machine Learning: A Big Data - AI Integration Perspective. IEEE Trans. Knowl. Data Eng. 33 (4) (2021)
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh
Sample Selection for Fair and Robust Training. CoRR (2021)
Steven Euijong Whang, Yuji Roh, Hwanjun Song, Jae-Gil Lee
Data Collection and Quality Challenges in Deep Learning: A Data-Centric AI Perspective. CoRR (2021)
Yuji Roh, Kangwook Lee, Steven Whang, Changho Suh
Sample Selection for Fair and Robust Training. NeurIPS (2021)
Geon Heo, Yuji Roh, Seonghyeon Hwang, Dayun Lee, Steven Euijong Whang
Inspector Gadget: A Data Programming-based Labeling System for Industrial Images. CoRR (2020)
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh
FairBatch: Batch Selection for Model Fairness. CoRR (2020)
Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh
FR-Train: A mutual information-based approach to fair and robust training. CoRR (2020)
Geon Heo, Yuji Roh, Seonghyeon Hwang, Dayun Lee, Steven Whang
Inspector Gadget: A Data Programming-based Labeling System for Industrial Images. Proc. VLDB Endow. 14 (1) (2020)
Yuji Roh, Kangwook Lee, Steven Whang, Changho Suh
FR-Train: A Mutual Information-Based Approach to Fair and Robust Training. ICML (2020)
Ki Hyun Tae, Yuji Roh, Young Hun Oh, Hyunsu Kim, Steven Euijong Whang
Data Cleaning for Accurate, Fair, and Robust Models: A Big Data - AI Integration Approach. DEEM@SIGMOD (2019)
Ki Hyun Tae, Yuji Roh, Young Hun Oh, Hyunsu Kim, Steven Euijong Whang
Data Cleaning for Accurate, Fair, and Robust Models: A Big Data - AI Integration Approach. CoRR (2019)
Yuji Roh, Geon Heo, Steven Euijong Whang
A Survey on Data Collection for Machine Learning: a Big Data - AI Integration Perspective. CoRR (2018)