WhenDoesDataAugmentationHelpWithMembershipInferenceAttacks?YigitcanKaya1TudorDumitras,1Abstractetal.,2018;Shokrietal.,2017).Inparticular,thisenablesmembershipinferenceattacks(MIAs)tofindoutwhetherD...
HowDoAdamandTrainingStrategiesHelpBNNsOptimization?ZechunLiu12ZhiqiangShen2ShichaoLi1KoenHelwegen3DongHuang2Kwang-TingCheng1Abstract(a)realnetworks(b)binarynetworksThebestperformingBinaryNeuralNetw...
HowdoesDisagreementHelpGeneralizationagainstLabelCorruption?XingruiYu1BoHan2JiangchaoYao3GangNiu2IvorW.Tsang1MasashiSugiyama24Abstractthesecomplexmodelscanfullymemorizenoisylabels(Zhangetal.,2017;A...