Efficient Bayesian Updates for Deep Active Learning via Laplace Approximations

Denis Huseljic, Marek Herde, Lukas Rauch +5

Deep active learning (AL) selects batches of instances for annotation to avoid retraining deep neural networks (DNNs) after each new label. Employing a naive top-$b$ selection can…