NavigationTuringTest(NTT):LearningtoEvaluateHuman-LikeNavigationSamDevlin1RalucaGeorgescu1IdaMomennejad2JaroslawRzepecki1EvelynZuniga1GavinCostello3GuyLeroy1AliShaw3KatjaHofmann1AbstractmatedNTTorA...
MaximumMeanDiscrepancyTestisAwareofAdversarialAttacksRuizeGao12FengLiu3JingfengZhang4BoHan1TongliangLiu5GangNiu4MasashiSugiyama46AbstractsupinEq.(1),Grettonetal.(2012b)restrictedFtobeaunitballinthe...
TheOddsareOdd:AStatisticalTestforDetectingAdversarialExamplesKevinRoth1YannicKilcher1ThomasHofmann1Abstract2017;Trame`retal.,2017).Thisapparentvulnerabilityisworrisomeasdeepnetsstarttoproliferatein...
ImprovingModelSelectionbyEmployingtheTestDataMaxWestphal1WernerBrannath1AbstractThisisinparticulartruewhenlabelleddataisexpensivetoacquireanddatasetsarethusonlyofmodestsizeortheem-Modelselectionand...
AdversarialExamplesAreaNaturalConsequenceofTestErrorinNoiseNicolasFord12JustinGilmer1NicholasCarlini1EkinD.Cubuk1Abstract(Rosenfeldetal.,2018).Atthesametime,theyarealsosensitivetosmall,worst-casepe...
DifferentiallyPrivateChi-squaredTestbyUnitCircleMechanismKazuyaKakizaki1KazutoFukuchi1JunSakuma123Abstractofindependence.Twolinesofstudiesexistindifferentiallyprivateχ2-Testsofindependence:inputpe...
AnAdaptiveTestofIndependencewithAnalyticKernelEmbeddingsWittawatJitkrittum1ZoltánSzabó2ArthurGretton1AbstractAbasicnonlineardependencemeasureistheHilbert-SchmidtIndependenceCriterion(HSIC),whichi...