ScalableOptimalTransportinHighDimensionsforGraphDistances,EmbeddingAlignment,andMoreJohannesKlicpera1MartenLienen1StephanGünnemann1Abstractcostw.r.t.somepointwisecostfunction(e.g.theEuclideandista...
OptimalEstimationofHighDimensionalSmoothAdditiveFunctionBasedonNoisyObservationsFanZhou,PingLiCognitiveComputingLabBaiduResearch10900NE8thStBellevueWA98004USA{fanzhou,liping11}@baidu.comAbstractana...
HighConfidenceGeneralizationforReinforcementLearningJamesE.Kostas1YashChandak1ScottM.Jordan1GeorgiosTheocharous2PhilipS.Thomas1AbstractformanceonMDPsdrawnfromthedistribution,includingMDPsnotinthetr...
ATheoryofHighDimensionalRegressionwithArbitraryCorrelationsbetweenInputFeaturesandTargetFunctions:SampleComplexity,MultipleDescentCurvesandaHierarchyofPhaseTransitionsGabrielC.Mel1SuryaGanguli2Abst...
TheNeuralTangentKernelinHighDimensions:TripleDescentandaMulti-ScaleTheoryofGeneralizationBenAdlam†1JeffreyPennington1AbstractClassicalregimeAbundantparameterizationSuperabundantparameterizationMod...
One-shotDistributedRidgeRegressioninHighDimensionsEdgarDobriban1YueSheng12Abstractspeaking,thedataisdividedupamongcomputingunits,whichperformmostofthecomputationlocally,andsyn-Toscaleupdataanalysis...
RehashingKernelEvaluationinHighDimensionsParisSiminelakis1KexinRong1PeterBailis1MosesCharikar1PhilipLevis1Abstract(a)kernel(b)difficultcase(c)simplecaseKernelmethodsareeffectivebutdonotscalewellFig...
AdaptiveandSafeBayesianOptimizationinHighDimensionsviaOne-DimensionalSubspacesJohannesKirschner1Mojm´ırMutny´1NicoleHiller2RasmusIschebeck2AndreasKrause1Abstract5finalvalueBayesianoptimizationis...
LocalDensityEstimationinHighDimensionsXianWu1MosesCharikar1VishnuNatchu2Abstractchinelearningmethodsareincreasinglyshiftingtowardse.g.wordembeddings(Penningtonetal.,2014;MikolovAnimportantquestiont...
HighPerformanceZero-MemoryOverheadDirectConvolutionsJiyuanZhang1FranzFranchetti1TzeMengLow1AbstractPerformancenormalizedtoOpenBLASGEMMonAMDPileDriverThecomputationofconvolutionlayersindeep4.0GHz,4/...
HighDimensionalBayesianOptimizationwithElasticGaussianProcessSantuRana1ChengLi1SunilGupta1VuNguyen1SvethaVenkatesh1Abstract1998)whicharealsoexpensivetoevaluate.Examplesin-cludeexperimentaldesigntoo...
GradientBoostedDecisionTreesforHighDimensionalSparseOutputSiSi1HuanZhang2S.SathiyaKeerthi3DhruvMahajan4InderjitS.Dhillon5Cho-JuiHsieh2Abstractmulti-labellearningandmulti-classclassificationbelongto...
ClusteringHighDimensionalDynamicDataStreamsVladimirBraverman1GereonFrahling2HarryLang1ChristianSohler3LinF.Yang1Abstractthesameclusterissimilaranddataindifferentclustersisdifferent.Centerbasedclust...
BeingRobust(inHighDimensions)CanBePracticalIliasDiakonikolas1GautamKamath2DanielM.Kane3JerryLi2AnkurMoitra2AlistairStewart1Abstractgivencomefromanicedistribution,butthatanadversaryhasthepowertoarbi...