Vo Minh Tuan

Understand the Effect of Importance Weighting in Deep Learning on Dataset Shift

2025 · arXiv (Cornell University)

We evaluate the effectiveness of importance weighting in deep neural networks under label shift and covariate shift. On synthetic 2D data (linearly separable and moon-shaped) using logistic regression and MLPs, we observe that weighting strongly …