11 citations · 11 across the 2 of their papers we have counts for
3 papers
cs.LG2022
Controllable Missingness from Uncontrollable Missingness: Joint Learning Measurement Policy and Imputation
Seongwook Yoon, Jaehyun Kim, Heejeong Lim +1
Due to the cost or interference of measurement, we need to control measurement system. Assuming that each variable can be measured sequentially, there exists optimal policy choosin…
cs.LG2022★ 11 cited
Spread Spurious Attribute: Improving Worst-group Accuracy with Spurious Attribute Estimation
Junhyun Nam, Jaehyung Kim, Jaeho Lee +1
The paradigm of worst-group loss minimization has shown its promise in avoiding to learn spurious correlations, but requires costly additional supervision on spurious attributes. T…
cs.CV2020
M2m: Imbalanced Classification via Major-to-minor Translation
Jaehyung Kim, Jongheon Jeong, Jinwoo Shin
In most real-world scenarios, labeled training datasets are highly class-imbalanced, where deep neural networks suffer from generalizing to a balanced testing criterion. In this pa…