AI RESEARCH
BoSS: A Best-of-Strategies Selector as an Oracle for Deep Active Learning
arXiv CS.AI
•
ArXi:2603.13109v1 Announce Type: cross Active learning (AL) aims to reduce annotation costs while maximizing model performance by iteratively selecting valuable instances. While foundation models have made it easier to identify these instances, existing selection strategies still lack robustness across different models, annotation budgets, and datasets.