56 citations · 70 across the 4 of their papers we have counts for
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cs.CV2022★ 3 cited
Breaking the Spurious Causality of Conditional Generation via Fairness Intervention with Corrective Sampling
Junhyun Nam, Sangwoo Mo, Jaeho Lee +1
To capture the relationship between samples and labels, conditional generative models often inherit spurious correlations from the training dataset. This can result in label-condit…
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…