Little Known Facts About A-028-45.
Little Known Facts About A-028-45.
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Watch PDF Abstract:Discriminative neural networks offer little if any functionality assures when deployed on knowledge not created by the same course of action as the schooling distribution. On these kinds of out-of-distribution (OOD) inputs, the prediction may well not just be erroneous, but confidently so, restricting the Secure deployment of classifiers in serious-earth programs. One these kinds of tough application is microorganisms identification determined by genomic sequences, which holds the assure of early detection of ailments, but demands a model that could output lower self-confidence predictions on OOD genomic sequences from new bacteria which were not current in the schooling info. We introduce a genomics dataset for OOD detection which allows other researchers to benchmark progress on this crucial trouble.
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