Machine Learning Research
Why Active Learning Fails: Pairing active learning with visual question answering.
Where labeled training data is scarce, an algorithm can learn to request labels for key examples. While this practice, known as active learning, can supply labeled examples that improve performance in some tasks, it fails in others.