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International Conference on Learning Representations , year=

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Are Candidate Models Really Needed for Active Learning?

cs.CV · 2026-05-14 · unverdicted · novelty 5.0

Active learning with randomly initialized models achieves comparable results to traditional candidate-model methods, with low-confidence sampling proving most effective.

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