Multi-fidelityBayesianOptimizationwithMax-valueEntropySearchanditsParallelizationShionTakeno12HitoshiFukuoka3YuhkiTsukada34ToshiyukiKoyama3MotokiShiga245IchiroTakeuchi12MasayukiKarasuyama146Abstrac...
Monte-CarlotreeSearchasregularizedpolicyoptimizationJean-BastienGrill1FlorentAltche´1YunhaoTang12ThomasHubert3MichalValko1IoannisAntonoglou3Re´miMunos1AbstractAlphaZeroemploysanalternativehandcra...
LossFunctionSearchforFaceRecognitionXiaoboWang1ShuoWang1ChengChi2ShifengZhang2TaoMei1AbstractGenerally,theCNNsareequippedwithclassificationlossfunctions(Liuetal.,2017;Wangetal.,2018f;Chenetal.,Infa...
LearningOptimalTreeModelsunderBeamSearchJingweiZhuo1ZiruXu1WeiDai1HanZhu1HanLi1JianXu1KunGai1Abstractpresentedtoauserintensofmilliseconds.Thelimitsofcomputationalresourcesandresponsetimemakemodels,...
Graph-basedNearestNeighborSearch:FromPracticetoTheoryLiudmilaProkhorenkova123AleksandrShekhovtsov13Abstract1975;Meiser,1993).Inparticular,thealgorithmsbasedonrecursivepartitionsofthespace,likek-dth...
GenerativeTeachingNetworks:AcceleratingNeuralArchitectureSearchbyLearningtoGenerateSyntheticTrainingDataFelipePetroskiSuch1AdityaRawal1JoelLehman1KennethO.Stanley1JeffClune12Abstract1.Introductiona...
FullyParallelHyperparameterSearch:ReshapedSpace-FillingM.-L.Cauwet1C.Couprie2J.Dehos3P.Luc2J.Rapin2M.Riviere2F.Teytaud3O.Teytaud2N.Usunier2Abstractsuchrandomsamplingisrobustandoutperformsgridsam-pl...
EvolutionaryTopologySearchforTensorNetworkDecompositionChaoLi1ZhunSun1AbstractMorerecently,somestudiesbroughttheideafromphysicstoextendTDintoamoresophisticatedform,i.e.,tensornet-Tensornetwork(TN)d...
DiscriminativeAdversarialSearchforAbstractiveSummarizationThomasScialom12Paul-AlexisDray1SylvainLamprier2BenjaminPiwowarski23JacopoStaiano1Abstracttrainingtime,resultinginpoorgenerationoutputs.Wein...
Bio-InspiredHashingforUnsupervisedSimilaritySearchChaitanyaK.Ryali12JohnJ.Hopfield3LeopoldGrinberg4DmitryKrotov24Abstractintoasparsecode,whereonlyasmallnumberofsecondaryneuronsrespondtoagivenstimul...
ApproximationGuaranteesofLocalSearchAlgorithmsviaLocalizabilityofSetFunctionsKaitoFujii1Abstractproblemoffindingan(approximately)optimalsetfromallfeasiblesets.VariousmachinelearningtaskshavebeenThi...
TransferofSamplesinPolicySearchviaMultipleImportanceSamplingAndreaTirinzoni1MattiaSalvini1MarcelloRestelli1Abstractagentissupposedtoreuseknowledgeacquiredfromasetofsourcetaskstoacceleratethelearnin...
SublinearTimeNearestNeighborSearchoverGeneralizedWeightedSpaceYifanLei1QiangHuang1MohanKankanhalli1AnthonyK.H.Tung1AbstractForexample,underthespecificsettingthatwi=1,∀i,theproblemofNNSoverL2distan...
SafeGridSearchwithOptimalComplexityEugeneNdiaye1TamLe1OlivierFercoq2JosephSalmon3IchiroTakeuchi4Abstractthefirstpart(trainingset)themethodistrainedforapre-definedcollectionofcandidatesΛT:={λ0,......
NAS-Bench-101:TowardsReproducibleNeuralArchitectureSearchChrisYing1AaronKlein2EstebanReal1EricChristiansen1KevinMurphy1FrankHutter2Abstractturesasanoptimizationproblem(Bakeretal.,2017;Zoph&Le,2016;...
Guidedevolutionarystrategies:AugmentingrandomSearchwithsurrogategradientsNiruMaheswaranathan1LukeMetz1GeorgeTucker1DamiChoi1JaschaSohl-Dickstein1Abstractmethodssuchasgradientdescentarepopularduetot...
FastDirectSearchinanOptimallyCompressedContinuousTargetSpaceforEfficientMulti-LabelActiveLearningWeishiShi1QiYu1Abstractretrievalandorganization.UsersfromQ&Awebsites,suchasstackoverflowandQuora,are...
EmpiricalAnalysisofBeamSearchPerformanceDegradationinNeuralSequenceModelsEldanCohen1J.ChristopherBeck1AbstractinferencealgorithmfordecodingneuralsequencemodelsisbeamSearch,aSearchalgorithmthatgener...
BayesNAS:ABayesianApproachforNeuralArchitectureSearchHongpengZhou1MinghaoYang1JunWang2WeiPan1Abstractetal.,2018;Caietal.,2018)methodstakethegenerationofaneuralarchitectureasanagent’sactionwiththea...
ActiveEmbeddingSearchviaNoisyPairedComparisonsGregoryH.Canal1AndrewK.Massimino1MarkA.Davenport1ChristopherJ.Rozell1Abstracttocharacterizeaperson’stasteinfood,wemightaskthemwhichoneoftwodishestheyw...