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Deep Neural Network Identification of Limnonectes Species and New Class Detection Using Image Data
We demonstrate that deep neural networks can successfully automate the classification of an image into a known species group for which it has been trained.
Statistical Perspectives on Reliability of Artificial Intelligence Systems
We also describe recent developments in modeling and analysis of AI reliability and outline statistical research challenges in this area, including out-of-distribution detection, the effect of the training set, adversarial attacks, model accuracy, and uncertainty quantification, and discuss how those topics can be related to AI reliability, with illustrative examples.
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