Yuji Roh

According to our database, Yuji Roh authored at least 11 papers between 2019 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views.

Yuji Roh, Qingyun Liu, Huan Gui, Zhe Yuan, Yujin Tang, Steven Euijong Whang, Liang Liu, Shuchao Bi, Lichan Hong, Ed H. Chi, Zhe Zhao

CoRR, 2024

2023

Data collection and quality challenges in deep learning: a data-centric AI perspective.

Steven Euijong Whang, Yuji Roh, Hwanjun Song, Jae-Gil Lee

VLDB J., July, 2023

Improving Fair Training under Correlation Shifts.

Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh

Proceedings of the International Conference on Machine Learning, 2023

2021

A Survey on Data Collection for Machine Learning: A Big Data - AI Integration Perspective.

Yuji Roh, Geon Heo, Steven Euijong Whang

IEEE Trans. Knowl. Data Eng., 2021

Responsible AI Challenges in End-to-end Machine Learning.

Steven Euijong Whang, Ki Hyun Tae, Yuji Roh, Geon Heo

IEEE Data Eng. Bull., 2021

Sample Selection for Fair and Robust Training.

Yuji Roh, Kangwook Lee, Steven Whang, Changho Suh

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Machine Learning Robustness, Fairness, and their Convergence.

Jae-Gil Lee, Yuji Roh, Hwanjun Song, Steven Euijong Whang

Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021

FairBatch: Batch Selection for Model Fairness.

Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh

Proceedings of the 9th International Conference on Learning Representations, 2021

2020

Inspector Gadget: A Data Programming-based Labeling System for Industrial Images.

Geon Heo, Yuji Roh, Seonghyeon Hwang, Dayun Lee, Steven Whang

Proc. VLDB Endow., 2020

FR-Train: A Mutual Information-Based Approach to Fair and Robust Training.

Yuji Roh, Kangwook Lee, Steven Whang, Changho Suh

Proceedings of the 37th International Conference on Machine Learning, 2020

2019

Data Cleaning for Accurate, Fair, and Robust Models: A Big Data - AI Integration Approach.

Ki Hyun Tae, Yuji Roh, Young Hun Oh, Hyunsu Kim, Steven Euijong Whang

Proceedings of the 3rd International Workshop on Data Management for End-to-End Machine Learning, 2019