NonmyopicMultifidelityActiveSearchQuanNguyen1ArghavanModiri2RomanGarnett1Abstracthard.However,theauthorsalsoproposedanefficientap-proximationtotheoptimalpolicythatdeliversimpressiveActiveSearchisal...
NeuralArchitectureSearchwithoutTrainingJosephMellor1JackTurner2AmosStorkey2ElliotJ.Crowley3AbstractshiftfromdesigningarchitecturestodesigningalgorithmsthatSearchforcandidatearchitectures(Elskenetal...
iDARTS:DifferentiableArchitectureSearchwithStochasticImplicitGradientsMiaoZhang12StevenSu2ShiruiPan1XiaojunChang1EhsanAbbasnejad3RezaHaffari1Abstractplications(Renetal.,2020;Chengetal.,2020;Cheneta...
HardCoRe-NAS:HardConstraineddiffeRentiableNeuralArchitectureSearchNivNayman1YonathanAflalo1AsafNoy1LihiZelnik-Manor1Abstract78Oursfromscratch77.5Oursfine-tune:400+15NRealisticuseofneuralnetworksoft...
GeneralizationGuaranteesforNeuralArchitectureSearchwithTrain-ValidationSplitSametOymak1MingchenLi2MahdiSoltanolkotabi3Abstractportantfordeeplearningapplicationswheretherearemanypossibilitiesforchoo...
KNAS:GreenNeuralArchitectureSearchJingjingXu1LiangZhao2JunyangLin3RundongGao1XuSun12HongxiaYang3Abstracttecture.TheoptimizationmethoddictateshowtoexploretheSearchspace.Architectureevaluationisrespo...
Few-shotNeuralArchitectureSearchYiyangZhao1LinnanWang2YuandongTian3RodrigoFonseca2TianGuo1AbstractOnearchitectureEfficientevaluationofanetworkarchitecture?:entire?drawnfromalargeSearchspaceremain...
DichotomousOptimisticSearchtoQuantifyHumanPerceptionJulienAudiffren1Abstracttheobserver.Inparticular,manyexperimentsareinterestedinmeasuringthesensitivitythreshold,wherethestimulusisInthispaperwead...
ConvexRegularizationinMonte-CarloTreeSearchTuanDam1CarloD’Eramo1JanPeters1JoniPajarinen12Abstractstructure(Coulom,2006).MCTSprovidesaprincipledap-proachfortradingoffbetweenexplorationandexploitati...
AutoSampling:SearchforEffectiveDataSamplingSchedulesMingSun1HaoxuanDou1BaopuLi2LeiCui1JunjieYan1WanliOuyang3AbstractHowever,existinglearning-basedsamplingmethodsstillrelyonhumanpriorsasproxiestoopt...
Auto-NBA:EfficientandEffectiveSearchOvertheJointSpaceofNetworks,Bitwidths,andAcceleratorsYongganFu1YonganZhang1YangZhang2DavidCox2YingyanLin1Abstractacceleratorefficiency.Ourcodesareavailableat:htt...
AutoAttend:AutomatedAttentionRepresentationSearchChaoyuGuan1XinWang1WenwuZhu1AbstractOutputOutputSelf-attentionmechanismshavebeenwidelyAttentionComputationAttentionComputationadoptedinmanymachinele...
Sub-linearMemorySketchesforNearNeighborSearchonStreamingDataBenjaminColeman1RichardGBaraniuk12AnshumaliShrivastava12Abstracthavehighsimilaritytoanydynamicallygeneratedqueryq.Wepresentthefirstsublin...
StabilizingDifferentiableArchitectureSearchviaPerturbation-basedRegularizationXiangningChen1Cho-JuiHsieh1AbstractHowever,thesemethodsusuallyrequiremassivecomputa-tionresources.Recently,avarietyofap...
ScalableNearestNeighborSearchforOptimalTransportArtursBackurs12YiheDong3PiotrIndyk4IlyaRazenshteyn5TalWagner4Abstractmetricbetweenwordsisgivenbyhigh-dimensionalwordembeddingssuchasword2vec(Mikolove...
ScalableandEfficientComparison-basedSearchwithoutFeaturesDaniyarChumbalov1LucasMaystre2MatthiasGrossglauser1Abstractameaningfulquery.However,thisisoftenanon-trivialtaskforahumanuser.Forexample,most...
OptimizingDynamicStructureswithBayesianGenerativeSearchMinhHoang1CarlKingsford2Abstractspaceofarchitecturesencompassesneuralnetworkdesignchoicessuchasthenumberofhiddenlayers,dimensionKernelselectio...
NeuralArchitectureSearchinAProxyValidationLossLandscapeYanxiLi1MinjingDong1YunheWang2ChangXu1Abstractwhichshowapromisingfutureofthisfield.Althoughhard-wareperformancehasimproved,NASisstillcomputati...
NADS:NeuralArchitectureDistributionSearchforUncertaintyAwarenessRandyArdywibowo1ShahinBoluki1XinyuGong2ZhangyangWang2XiaoningQian1Abstractlousdatacancomeinsettingssuchasinautonomousdriv-ing(Kendall...