TowardUnderstandingtheFeatureLearningProcessofSelf-supervisedContrastiveLearningZixinWen1YuanzhiLi2Abstractcanevenoutperformthoselearnedbysupervisedlearninginseveraldownstreamtasks.Theremakablepote...
ObjectiveBoundConditionalGaussianProcessforBayesianOptimizationTaewonJeong1HeeyoungKim1Abstractmationisunavailable.BOisparticularlyusefulwhentheobjectivefunctionisexpensivetoevaluate.Inthiscase,AGa...
IsometricGaussianProcessLatentVariableModelforDissimilarityDataMartinJørgensen1SørenHauberg2AbstractPCAProbabilisticTopologyDistanceMDSWepresentaprobabilisticmodelwherethelatentIsoMap()()variable...
High-DimensionalGaussianProcessInferencewithDerivativesFilipdeRoos12AlexandraGessner12PhilippHennig12AbstractwhichhascausedconsiderableinterestinGPmodelingduetothewidevarietyofapplicationsinwhichde...
GP-Tree:AGaussianProcessClassifierforFew-ShotIncrementalLearningIdanAchituve1AvivNavon1YochaiYemini1GalChechik12EthanFetaya1Abstractoftrainingexamples.Thiscanlimitexactinferenceonlargedatasets,espe...
ContrastiveLearningInvertstheDataGeneratingProcessRolandS.Zimmermann12YashSharma12SteffenSchneider123MatthiasBethge†1WielandBrendel†1AbstractInanutshell,contrastivemethodsaimtolearnrepresenta-tio...
ADifferentiablePointProcesswithItsApplicationtoSpikingNeuralNetworksHiroshiKajino1Abstractraisesthefollowingquestion:howmuchofthecurrentper-formancegapscanbeattributedtothisdifferenceonneuralThispa...
TransformerHawkesProcessSimiaoZuo1HaomingJiang1ZichongLi2TuoZhao13HongyuanZha456Abstractdredsofmillionsofusersgeneratelargeamountsoftweets,whichareessentiallysequencesofeventsatdifferenttimeModernd...
Self-AttentiveHawkesProcessQiangZhang1AldoLipani1OmerKirnap1EmineYilmaz12Abstractfrequencyfinancialtransactions(Bacry&Muzy,2014),healthcarerecords(Wangetal.,2016),genepositionsinCapturingtheoccurre...
ScalableGaussianProcessSeparationforKernelswithaNon-StationaryPhaseJanGraßhoff1AlexandraJankowski1PhilippRostalski1Abstractproposed(Liuetal.,2018),oneofwhichisbasedoncom-putinglow-rankapproximatio...
ParametricGaussianProcessRegressorsMartinJankowiak1GeoffPleiss2JacobR.Gardner3AbstractFigure1.WedepictGPregressorsfittoaheteroscedasticdatasetusingtwodifferentinferencealgorithms.Solidlinesdepictme...
Near-lineartimeGaussianProcessoptimizationwithadaptivebatchingandresparsificationDanieleCalandriello1LuigiCarratino2AlessandroLazaric3MichalValko4LorenzoRosasco256Abstractsequentiallearningproblem,...
HealingProductsofGaussianProcessExpertsSamuelCohen1RendaniMbuvha23TshilidziMarwala2MarcPeterDeisenroth12Abstract2015)andlocal-expertmodels(Tresp,2000a;Rasmussen&Ghahramani,2001;Cao&Fleet,2014;Deise...
EfficientlySamplingFunctionsfromGaussianProcessPosteriorsJamesT.Wilson1ViacheslavBorovitskiy23AlexanderTerenin1PeterMostowsky2MarcPeterDeisenroth4Abstracttionandlong-termversusshort-termrewards.Bay...
EfficientNon-conjugateGaussianProcessFactorModelsforSpikeCountDatausingPolynomialApproximationsStephenL.Keeley1DavidM.Zoltowski1YiyiYu2JacobL.Yates3SpencerL.Smith2JonathanW.Pillow1Abstract1.Introdu...
DoestheMarkovDecisionProcessFittheData:TestingfortheMarkovPropertyinSequentialDecisionMakingChengchunShi1RunzheWan2RuiSong2WenbinLu2LingLeng3Abstract1.1.ContributionsandadvancesofourtestTheMarkovas...
DeepGraphRandomProcessforRelational-Thinking-BasedSpeechRecognitionHengguanHuang1FuzhaoXue1HaoWang2YeWang1Abstractoninnumerableunconsciousperceptspertainingtorela-tionsbetweencurrentsensorysignalsa...
Cost-EffectiveInteractiveAttentionLearningwithNeuralAttentionProcessesJayHeo1JunhyeonPark1HyewonJeong1KwangjoonKim2JuhoLee3EunhoYang13SungJuHwang13Abstractofthemodel,atthesametime,makesitdifficultt...
OvercomingMean-FieldApproximationsinRecurrentGaussianProcessModelsAlessandroDavideIalongo12MarkvanderWilk3JamesHensman3CarlEdwardRasmussen1Abstractthedistributionoftheoutcome(vonNeumannetal.,1944)....
Decomposingfeature-levelvariationwithCovariateGaussianProcessLatentVariableModelsKasparMärtens1KieranRCampbell234ChristopherYau56Abstractpointn=1,...,Nandasetofmappingsf(j):z→y(j)foreveryfeaturey...
