SPADE:ASpectralMethodforBlack-boxAdversarialRobustnessEvaluationWuxinlinCheng1ChenhuiDeng2ZhiqiangZhao1YaohuiCai2ZhiruZhang2ZhuoFeng1AbstractForinstance,studyin(Szegedyetal.,2013)proposedalayer-wis...
Zero-ShotKnowledgeDistillationfromaDecision-BasedBlack-boxModelZiWang1Abstractresource-limiteddevicessuchasmobilephonesanddrones(Moskalenkoetal.,2018).Recently,alargenumberofap-Knowledgedistillatio...
OptimizingBlack-boxMetricswithIterativeExampleWeightingGaurushHiranandani†1JatinMathur1HarikrishnaNarasimhan2MahdiMilaniFard2OluwasanmiKoyejo31Abstractwherethegoalistooptimizeanunknownclassificati...
MarginalizedStochasticNaturalGradientsforBlack-boxVariationalInferenceGengJi12DeboraSujono2ErikB.Sudderth2Abstractupdatesingle(orsmallblocksof)variationalparameters,whileholdingallothersfixedtothei...
Black-boxdensityfunctionestimationusingrecursivepartitioningErikBodin1ZhenwenDai2NeillD.F.Campbell3CarlHenrikEk4Abstractispreventingtractablecomputationsisthatthedensityfunc-tiondoesnothaveanamenab...
TransferLearningwithoutKnowing:ReprogrammingBlack-boxMachineLearningModelswithScarceDataandLimitedResourcesYun-YunTsai1Pin-YuChen2Tsung-YiHo1Abstractatargetdomainbasedontheknowledgetransferredfroma...
ProvableSmoothnessGuaranteesforBlack-boxVariationalInferenceJustinDomke1AbstractRanganathetal.,2014;Regieretal.,2017a;Kucukelbiretal.,2017)hasfocusedona“blackbox”modelwhereBlack-boxvariationalinf...
Population-BasedBlack-boxOptimizationforBiologicalSequenceDesignChristofAngermueller1DavidBelanger1AndreeaGane1ZeldaMariet1DavidDohan1KevinMurphy1LucyColwell12DSculley1Abstractproposedsequencesrequ...
OptimizingBlack-boxMetricswithAdaptiveSurrogatesQijiaJiang1OlaoluwaAdigun2HarikrishnaNarasimhan3MahdiMilaniFard3MayaGupta3Abstractinformationbeusedtoinfluencethetrainingloss?Similarexamplesalsoaris...
OnSecond-OrderGroupInfluenceFunctionsforBlack-boxPredictionsSamyadeepBasu1XuchenYou1SoheilFeizi1Abstracttotracebackmodelpredictionstoitstrainingdata.Morespecifically,onecanaskwhichtrainingsampleswe...
LearningTask-AgnosticEmbeddingofMultipleBlack-boxExpertsforMulti-TaskModelFusionTrongNghiaHoang1ChiThanhLam2BryanKianHsiangLow2PatrickJaillet3Abstractwouldthereforehavedifferentdistributionsorstati...
ExplicitGradientLearningforBlack-boxOptimizationEladSarafian1MorSinay1YoramLouzoun1NoaAgmon1SaritKraus1Abstractreal-worldphysicsornumericalsimulation.Black-boxOp-timization(BBO)algorithms(Audet&Har...
Dual-PathDistillation:AUnifiedFrameworktoImproveBlack-boxAttacksYonggangZhang1YaLi2TongliangLiu3XinmeiTian1Abstract(Athalyeetal.,2018),evaluatemodelrobustness(Carlini&Wagner,2017;Moosavi-Dezfooliet...
Black-boxVariationalInferenceasDistilledLangevinDynamicsMatthewHoffman1Yi-AnMa12AbstractrithmsareMarkovchainMonteCarlo(MCMC)andvaria-tionalinference(VI).VIchoosesafamilyoftractabledis-Variationalin...
Black-boxMethodsforRestoringMonotonicityEvangeliaGergatsouli1BrendanLucier2ChristosTzamos1Abstractoftheknapsackincreases,thenewsetofitemsabouttobeselectedareexpectedtobeatleastasvaluableasbefore.In...
Black-boxCertificationandLearningunderAdversarialPerturbationsHassanAshtiani1VinayakPathak2RuthUrner3Abstract2019),and(ii)post-hocapproachesthataimtomodifyanalreadyexistingclassifiertoenhanceitsrob...
TeachingaBlack-boxlearnerSanjoyDasgupta1DanielHsu2StefanosPoulis13XiaojinZhu4Abstractadifferentarchitectureorrepresentation.Tomodelsuchscenarios,severalnotionsofteachinghavebeendeveloped.Onewidely-...
SimpleBlack-boxAdversarialAttacksChuanGuo1JacobR.Gardner2YurongYou1AndrewGordonWilson1KilianQ.Weinberger1AbstractwhereasBlack-boxattacksrequireonlyqueriestothetargetmodelthatmayreturncompleteorpart...
ParsimoniousBlack-boxAdversarialAttacksviaEfficientCombinatorialOptimizationSeungyongMoon12GaonAn12HyunOhSong12AbstractHowever,inmorerealisticsettings(Watsonvisualrecogni-tion,2019;GooglevisionAPI,...
MetricGAN:GenerativeAdversarialNetworksbasedBlack-boxMetricScoresOptimizationforSpeechEnhancementSzu-WeiFu12Chien-FengLiao12YuTsao2Shou-DeLin1Abstractstance,Donahueetal.(2018)appliedCGANonspeechenh...