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How To Overcome Confirmation Bias in Semi-Supervised Image Classification By Active Learning
We conduct experiments with SSL and AL on simulated data challenges and find that random sampling does not mitigate confirmation bias and, in some cases, leads to worse performance than supervised learning.
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