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Saurabh Verma

2 accepted papers

2023

Algorithm Selection for Deep Active Learning with Imbalanced Datasets

NeurIPS 2023poster

Label efficiency has become an increasingly important objective in deep learning applications. Active learning aims to reduce the number of labeled examples needed to train deep networks, but the empirical performance of active learning algorithms can vary dramatically across datasets and applicatio…