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Manifold learning has been widely used for dimensionality reduction and feature extraction of data recently. However, in the application of the related algorithms, it often suffers from noisy or ...

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Few-shot learning often assumes that base classes are abundant and diverse with plentiful well-labeled samples for each class. This ensures that models can generalize effectively from a small amount ...