Continuous-TimeFlowsforEfficientInferenceandDensityEstimationChangyouChen1ChunyuanLi2LiqunChen2WenlinWang2YunchenPu2LawrenceCarin2Abstractlearnastochasticproceduretodirectlygeneratesamplesfromtheun...
Communication-ComputationEfficientGradientCodingMinYe1EmmanuelAbbe2Abstractnicationcost(Guptaetal.,2015;Alistarhetal.,2017;Wenetal.,2017).Thispaperdevelopscodingtechniquestoreducetherunningtimeofdi...
BOHB:RobustandEfficientHyperparameterOptimizationatScaleStefanFalkner1AaronKlein1FrankHutter1Abstractforapracticalsolutiontothehyperparameteroptimization(HPO)problemthatfulfillsmanydesiderata:Moder...
AnEfficient,GeneralizedBellmanUpdateForCooperativeInverseReinforcementLearningDhruvMalik1MalayandiPalaniappan1JaimeF.Fisac1DylanHadfield-Menell1StuartRussell1AncaD.Dragan1AbstractFigure1.ACIRLgame....
AnEfficientSemismoothNewtonBasedAlgorithmforConvexClusteringYanchengYuan1DefengSun2Kim-ChuanToh3Abstractwhichisnotavailableinmanyrealapplications.There-fore,inrealapplications,k-meansistypicallytri...
ActiveTesting:AnEfficientandRobustFrameworkforEstimatingAccuracy.PhucNguyen1DevaRamanan2CharlessFowlkes1AbstractnoisyvettedSampleOracledatabaseSelectionMuchrecentworkonvisualrecognitionaimstoSystem...
ZonotopeHit-and-runforEfficientSamplingfromProjectionDPPs1212GuillaumeGautierRe´miBardenetMichalValkoAbstractformofafinitematrix,seeKulesza&Taskar(2012)foracomprehensivesurvey.ApplicationsofDPPsin...
WarpedConvolutions:EfficientInvariancetoSpatialTransformationsJoa˜oF.Henriques1AndreaVedaldi1Abstractacrossspace)andlesscomputation(duetotheirlimitedsupport)comparedtoafully-connectedlayer.Itsloca...
TunableEfficientUnitaryNeuralNetworks(EUNN)andtheirapplicationtoRNNsLiJing1YichenShen1TenaDubcek1JohnPeurifoy1ScottSkirlo1YannLeCun2MaxTegmark1MarinSoljacˇic´1AbstractBahdanauetal.,2014;Sutskever...
TowardEfficientandAccurateCovarianceMatrixEstimationonCompressedDataXixianChen12MichaelR.Lyu12IrwinKing12Abstractwithitsextensions(Zouetal.,2006),LinearDiscrimi-nantAnalysis(LDA),andQuadraticDiscri...
Priv’IT:PrivateandSampleEfficientIdentityTestingBryanCai1ConstantinosDaskalakis1GautamKamath1Abstractconfidence,whetherp=qorp=q.Wedevelopdifferentiallyprivatehypothesistest-Inseveralfieldsofresear...
Max-valueEntropySearchforEfficientBayesianOptimizationZiWang1StefanieJegelka1AbstractAmongthemostpopularonesrangetheGaussianprocessupperconfidencebound(GP-UCB)(Auer,2002;SrinivasEntropySearch(ES)an...
EfficientsoftmaxapproximationforGPUsE´douardGrave1ArmandJoulin1MoustaphaCisse´1DavidGrangier1Herve´Je´gou1Abstractbyobjectivecriteriasuchasperplexity(ppl),whichdirectlymeasurestheabilityofthesy...
EfficientRegretMinimizationinNon-ConvexGamesEladHazan1KaranSingh1CyrilZhang1AbstractInthispaperweinvestigatethegeneralizationofthenon-convexstatistical,orbatch,learningmodeltoonlinelearn-Weconsider...
EfficientOnlineBanditMulticlassLearningwithO˜(√T)RegretAlinaBeygelzimer1FrancescoOrabona2ChichengZhang3Abstracttakesofthebestpredictorintheclass.Kakadeetal.(2008)proposedabanditmodificationoftheM...
EfficientOrthogonalParametrisationofRecurrentNeuralNetworksUsingHouseholderReflectionsZakariaMhammedi12AndrewHellicar2AshfaqurRahman2JamesBailey1Abstractinanerrorsurface,associatedwithsomeobjective...
EfficientDistributedLearningwithSparsityJialeiWang1MladenKolar1NathanSrebro2TongZhang3Abstractabletoachievetheperformanceofacentralizedprocedurethathasaccesstoalldata,whilekeepingcomputationandWepr...
EfficientNonmyopicActiveSearchShaliJiang1GustavoMalkomes1GeoffConverse2AlyssaShofner3BenjaminMoseley1RomanGarnett1Abstractingamodeltohavehighgeneralizationperformancewithfewtrainingexamples.Here,we...
AnEfficient,Sparsity-Preserving,OnlineAlgorithmforLow-RankApproximationDavidAnderson1MingGu1AbstractAdditionally,arecenttrendinmachinelearningistoin-cludeanapproximationofsecondorderinformationforL...
AdaptiveNeuralNetworksforEfficientInferenceTolgaBolukbasi1JosephWang2OferDekel3VenkateshSaligrama1Abstractspeechrecognition(Hintonetal.,2012),andmachinetranslation(Sutskeveretal.,2014).However,thep...