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Geometric Analysis of Uncertainty Sampling for Dense Neural Network Layer

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For model adaptation of fully connected neural network layers, we provide an information geometric and sample behavioral active learning uncertainty sampling objective analysis. We identify conditions under which several uncertainty-based methods have the same... ...