The Single Best Strategy To Use For A02845
The Single Best Strategy To Use For A02845
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See PDF Abstract:Discriminative neural networks give little or no performance assures when deployed on details not created by a similar process because the teaching distribution. On these out-of-distribution (OOD) inputs, the prediction may well not merely be erroneous, but confidently so, restricting the safe deployment of classifiers in actual-earth purposes. One particular these types of demanding software is micro organism identification depending on genomic sequences, which holds the assure of early detection of illnesses, but requires a model which will output minimal self confidence predictions on OOD genomic sequences from new micro organism which were not present within the coaching knowledge. We introduce a genomics dataset for OOD detection which allows other researchers to benchmark progress on this crucial dilemma.
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