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Sample Amplification Increasing Dataset Size Even when Learning is Impossible

SampleAmpliﬁcation:IncreasingDatasetSizeEvenwhenLearningisImpossibleBrianAxelrod1ShivamGarg1VatsalSharan1GregoryValiant1Abstractordoesitsufﬁcetohaveaccesstoasmallerdatasetofsizen<mdrawnfromD,andt...

2023-11-14 21:46:161035861.71 KB21

Sample Amplification Increasing Dataset Size Even when Learning is Impossible

Being Bayesian, Even Just a Bit, Fixes Overconfidence in ReLU Networks