Wen-Jie Shen

Learning Generalizable Batch Active Learning Strategies via Deep Q-networks (Student Abstract)

To handle a large amount of unlabeled data, batch active learning (BAL) queries humans for the labels of a batch of the most valuable data points at every round. Most current BAL strategies are based on human-designed heuristics, such as uncertainty sampling or mutual information maximization. Howev…