AINeutralarXiv – CS AI · Mar 165/10
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BoSS: A Best-of-Strategies Selector as an Oracle for Deep Active Learning
Researchers introduce BoSS (Best-of-Strategies Selector), a new oracle strategy for active learning that outperforms existing methods by using an ensemble approach to select optimal data annotation batches. The study reveals that current state-of-the-art active learning strategies still significantly underperform compared to oracle performance, particularly on large-scale datasets.