StochasticMulti-ArmedBanditswithUnrestrictedDelayDistributionsTalLancewicki1ShaharSegal1TomerKoren12YishayMansour12Abstracttion,likeintheclassicstochasticMABproblem.However,WestudythestochasticMult...
Implicit-PDF:Non-ParametricRepresentationofProbabilityDistributionsontheRotationManifoldKieranMurphy1CarlosEsteves1VarunJampani1SrikumarRamalingam1AmeeshMakadia1Abstract2018).Aquintessentialexample...
TopologicallyDensifiedDistributionsChristophD.Hofer1FlorianGraf1MarcNiethammer2RolandKwitt1Abstractzi=ϕ(xi)β-connectedWestudyregularizationinthecontextofsmallun-regularizedregularizedsample-sizel...
PrivatelydetectingchangesinunknownDistributionsRachelCummings1SaraKrehbiel2YuliiaLut1WanrongZhang1AbstractdistributionP1atanunknownchange-pointtimek∗.Thetaskistoquicklyandaccuratelyidentifythechan...
OptimalRobustLearningofDiscreteDistributionsfromBatchesAyushJain1AlonOrlitsky1AbstractIfanadversarycancorruptaβfractionofthedata,aloss≥βisunavoidable.Fortunately,thatisnotnecessarilyso.Manyappli...
CausalStructureDiscoveryfromDistributionsArisingfromMixturesofDAGsBasilSaeed1SnigdhaPanigrahi2CarolineUhler13AbstractseparationstatementsintheDAG(knownasd-separation)throughtheMarkovproperty(Laurit...
AdaptiveSamplingforEstimatingProbabilityDistributionsShubhanshuShekhar1TaraJavidi1MohammadGhavamzadeh2Abstractsomesuchapplications.(1)OpinionPolling:SupposethereareKgroupsofvoterswhohavedifferentpr...
Rao-BlackwellizedStochasticGradientsforDiscreteDistributionsRunjingLiu1JeffreyRegier2NileshTripuraneni2MichaelI.Jordan12JonMcAuliffe13Abstractthefocusofthispaper,theexactgradientiscomputationallyin...
NeuralSeparationofObservedandUnobservedDistributionsTaviHalperin1ArielEphrat2YedidHoshen13Abstractincludingsamplesofmixedsignals{y}∈Yaswellasthegroundtruthsourcesofthesamesignals{b}∈BandSeparatin...
NATTACK:LearningtheDistributionsofAdversarialExamplesforanImprovedBlack-BoxAttackonDeepNeuralNetworksYandongLi1LijunLi1LiqiangWang1TongZhang2BoqingGong3Abstracttacklingdifferentdefenses.Hence,itmay...
FastandFlexibleInferenceofJointDistributionsfromtheirMarginalsCharlieFrogner1TomasoPoggio2Abstractjointobservationsandinsteadmustrelyonobservationsofthevariablestakenseparately.Politicalscientists,...
AcceleratedFlowforProbabilityDistributionsAmirhosseinTaghvaei1PrashantG.Mehta1AbstractInthispaper,weproposeamethodologyandnumericalalgorithmsthatachieveacceleratedgradientflowsontheThispaperpresent...
RankingDistributionsbasedonNoisySortingAdilElMesaoudi-Paul1EykeHu¨llermeier1Ro´bertBusa-Fekete2Abstractofafixedsize)isratherlimited.ThemostpopularmodelsareMallows(Mallows,1957)andPlackett-Luce(Pl...
InvarianceofWeightDistributionsinRectifiedMLPsRussellTsuchida1FarbodRoosta-Khorasani23MarcusGallagher1Abstractplicationratherthananunderstandingofthecapabilitiesandtrainingofneuralnetworks.Recently...
Goodness-of-FitTestingforDiscreteDistributionsviaSteinDiscrepancyJiasenYang1QiangLiu2VinayakRao1JenniferNeville13Abstractfornetworkdata.Whileavarietyofapproximateinferencetechniquessuchaspseudo-lik...
Constant-TimePredictiveDistributionsforGaussianProcessesGeoffPleiss1JacobR.Gardner1KilianQ.Weinberger1AndrewGordonWilson1Abstract600499.3AirlinePassengerPredictionTrainTestOneofthemostcompellingfea...
UnimodalProbabilityDistributionsforDeepOrdinalClassificationChristopherBeckham1ChristopherPal1Abstractotherclassesmaynotnecessarilymakesenseincontext.WepresentanexampleofthisinFigure1,showingthreeP...