Nearest Neighbor Sampling for Covariate Shift Adaptation

François Portier, Lionel Truquet, Ikko Yamane

Many existing covariate shift adaptation methods estimate sample weights given to loss values to mitigate the gap between the source and the target distribution. However, estimatin…