Robustness of Bayesian Pool-based Active Learning Against Prior Misspecification

Nguyen Viet Cuong, Nan Ye, Wee Sun Lee

We study the robustness of active learning (AL) algorithms against prior misspecification: whether an algorithm achieves similar performance using a perturbed prior as compared to…