50 citations · 86 across the 17 of their papers we have counts for
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cs.LG2017★ 2 cited
Kernel Robust Bias-Aware Prediction under Covariate Shift
Anqi Liu, Rizal Fathony, Brian D. Ziebart
Under covariate shift, training (source) data and testing (target) data differ in input space distribution, but share the same conditional label distribution. This poses a challeng…
cs.LG2017★ 7 cited
Robust Covariate Shift Prediction with General Losses and Feature Views
Anqi Liu, Brian D. Ziebart
Covariate shift relaxes the widely-employed independent and identically distributed (IID) assumption by allowing different training and testing input distributions. Unfortunately,…