Incorporating Task-Agnostic Information in Task-Based Active Learning Using a Variational Autoencoder

Curtis Godwin, Meekail Zain, Nathan Safir, Bella Humphrey, Shannon P. Quinn

Abstract: It is often much easier and less expensive to collect data than to label it. Active learning (AL) responds to this issue by selecting which unlabeled data are best to label next.