CUAL combines ambiguity-based active querying with confidence-filtered pseudo-labeling so a continual learner can handle unlabeled streams containing both old and novel classes under a tiny labeling budget.
A survey of deep active learning
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CUAL: Continual Uncertainty-aware Active Learner
CUAL combines ambiguity-based active querying with confidence-filtered pseudo-labeling so a continual learner can handle unlabeled streams containing both old and novel classes under a tiny labeling budget.