RobustBayesiAnClassificationUsingAnOptimisticScoreRatioVietAnhNguyen1NiAnSi1JoseBlAnchet1AbstractlossfunctioncAnbeeasilyreached,thechoiceofaclasspriorAndaclass-conditionaldistribution(i.e.,thelikel...
ReliableEvaluationofAdversarialRobustnesswithAnEnsembleofDiverseParameter-freeAttacksFrAncescoCroce1MatthiasHein1Abstractvariationsareusingotherlosses(ZhAngetal.,2019b)Andboostrobustnessviagenerati...
PolyGen:AnAutoregressiveGenerativeModelof3DMeshesCharlieNash1YaroslavGAnin1S.M.AliEslami1PeterW.Battaglia1AbstractFigure1.Classconditionaln-gonmeshesgeneratedbyPolyGen.PolygonmeshesareAnefficientre...
OnUnbalAncedOptimalTrAnsport:AnAnalysisofSinkhornAlgorithmKhiemPham1KhAngLe1NhatHo2TungPham13HungBui1Abstractogy(Schiebingeretal.,2019),computationalimaging(Leeetal.,2019),deeplearning(YAng&Uhler,2...
OnValidationAndPlAnningofAnOptimalDecisionRulewithApplicationinHealthcareStudiesHengruiCai1WenbinLu1RuiSong1Abstractsionforallindividuals.Anumberofmethodshavebeendevelopedforestimatingoptimaldecisi...
LearningEfficientMulti-agentCommunication:AnInformationBottleneckApproachRundongWAng1XuHe1RunshengYu1Weiqiu1BoAn1ZinoviRabinovich1Abstractcorrelationthatbenefitsagroup’scooperation.Therefore,mAnyr...
InformationParticleFilterTree:AnOnlineAlgorithmforPOMDPswithBelief-BasedRewardsonContinuousDomainsJohAnnesFischer12ÖmerS¸ahinTas¸12Abstractpadimitriou&Tsitsiklis,1987).Inreal-worldapplications,p...
ECLIPSE:AnExtreme-ScaleLinearProgramSolverforWeb-ApplicationsKinjalBasu1AmolGhoting1RahulMazumder2YaoPAn1Abstract(Borisyuketal.,2017;Kenthapadietal.,2017),restaurAntstousers,etc.Keyproblemsarisingi...
ConsistentEstimatorsforLearningtoDefertoAnExpertHusseinMozAnnar1DavidSontag1Abstractobstaclesarelimitingcompleteautomation,AnintermediatesteptoautomatingthistaskwillbetheuseofmodelsasLearningalgori...
AnalyticMarching:AnAnalyticMeshingSolutionfromDeepImplicitSurfaceNetworksJiabaoLei12KuiJia12Abstract(Botschetal.,2010).Forexample,oneofthemostpopu-larrepresentationsispolygonalmeshthatapproximatesa...
AnOptimisticPerspectiveonOfflineReinforcementLearningRishabhAgarwal1DaleSchuurmAns12MohammadNorouzi1Abstractunsafe,orrequireahigh-fidelitysimulatorthatisoftendiffi-culttobuild(Dulac-Arnoldetal.,201...
AnImitationLearningApproachforCacheReplacementEvAnZherAnLiu12MiladHashemi2KevinSwersky2ParthasarathyRAngAnathAn2JunwhAnAhn2AbstractCacheEvictABDABDAccessesABCProgramexecutionspeedcriticallydependso...
AnExplicitlyRelationalNeuralNetworkArchitectureMurrayShAnahAn12KyriacosNikiforou1AntoniaCreswell1ChristosKaplAnis1DavidBarrett1MartaGarnelo1AbstractRepresentationsthataregeneral-purposeAndreusablei...
Anend-to-endDifferentiallyPrivateLatentDirichletAllocationUsingaSpectralAlgorithmChristopherDeCarolis1MukulRam1SeyedEsmaeili1Yu-XiAngWAng2FurongHuAng1Abstractrameterestimationthatdescribesthegenera...
AnAcceleratedDFOAlgorithmforFinite-sumConvexFunctionsYuwenChen1AntonioOrvieto1AurelienLucchi1AbstractlearningAndwhichcAnbeformulatedas:Derivative-freeoptimization(DFO)hasrecentlyminf(x):=1nfi(x),(1...
Anend-to-endapproachfortheverificationproblem:learningtherightdistAnceJoa˜oMonteiro12IsabelaAlbuquerque1JahAngirAlam12RDevonHjelm34TiagoFalk1Abstractsettings,bottlenecklayersofautoencodersaswellas...
AnEMApproachtoNon-autoregressiveConditionalSequenceGenerationZhiqingSun1YimingYAng1Abstractconditionalprobabilityofygivenxisfactorizedas:Autoregressive(AR)modelshavebeenthedomi-Tnatingapproachtocon...
SubmodularCostSubmodularCoverwithAnApproximateOracleVictoriaG.Crawford1AlAnKuhnle2MyT.Thai1AbstractSubmodularCostSubmodularCover(SCSC)Letf,c:2S→R≥02bemonotonesubmodularfunctionsde-Inthiswork,west...
SelectiveNet:ADeepNeuralNetworkwithAnIntegratedRejectOptionYonatAnGeifmAn1RAnEl-YAniv1Abstractnetworks(DNNs).ThemostrecentrelevAntpaperonthistopicisGeifmAn&El-YAniv(2017),whichshowshowtoWeconsidert...
OnEfficientOptimalTrAnsport:AnAnalysisofGreedyAndAcceleratedMirrorDescentAlgorithmsTiAnyiLin1NhatHo2MichaelI.JordAn3Abstractscalableposteriorsamplingforlargedatasets(Srivastavaetal.,2015;2018),opti...