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cs.LG2020
FOOD: Fast Out-Of-Distribution Detector
Guy Amit, Moshe Levy, Ishai Rosenberg +2
Deep neural networks (DNNs) perform well at classifying inputs associated with the classes they have been trained on, which are known as in distribution inputs. However, out-of-dis…
cs.LG2020
GIM: Gaussian Isolation Machines
Guy Amit, Ishai Rosenberg, Moshe Levy +3
In many cases, neural network classifiers are likely to be exposed to input data that is outside of their training distribution data. Samples from outside the distribution may be c…