Bayesian Batch Active Learning as Sparse Subset Approximation

Robert Pinsler, Jonathan Gordon, Eric Nalisnick +1

Leveraging the wealth of unlabeled data produced in recent years provides great potential for improving supervised models. When the cost of acquiring labels is high, probabilistic…