GeomCA:GeometricEvaluationofDataRepresentationsPetraPoklukar1AnastasiaVarava1DanicaKragic1Abstractlearningandrobotics,usefulnessofrepresentationsisevalu-atedontheperformanceofthepolicy(Ghadirzadehe...
GenerativeParticleVariationalInferenceviaEstimationofFunctionalGradientsNealeRatzlaff1QinxunBai2LiFuxin1WeiXu2Abstractnetworktraininginordertoprovideaprincipledwaytoas-sessmodeluncertainty.Thegoali...
GeneralizationBoundsinthePresenceofOutliers:aMedian-of-MeansStudyPierreLaforgue1GuillaumeStaerman2StephanClémençon2Abstractcorruptionoftheobservationsacquired.Fromastatisticalperspective,twoframe...
Finite-SampleAnalysisofoff-PolicyNaturalActor-CriticAlgorithmSajadKhodadadian∗1ZaiweiChen∗2SivaThejaMaguluri1AbstractAnACalgorithmcanbethoughtasageneralizedpolicyiter-ation(Puterman,1995),andcons...
Few-shotLanguageCoordinationbyModelingTheoryofMindHaoZhu1GrahamNeubig1YonatanBisk1Abstractprocess,withawidevarietyofworksexaminingcommuni-cationbetweenagentsviaeithercompletelyartificialemer-Nomani...
FederatedLearningofUserVerificationModelsWithoutSharingEmbeddingsHosseinHosseini1HyunsinPark1SungrackYun1ChristosLouizos1JosephSoriaga1MaxWelling1Abstractbeddingiscloseenoughtoareferenceembedding,a...
FastSketchingofPolynomialKernelsofPolynomialDegreeZhaoSong1DavidP.Woodruff2ZhengYu3LichenZhang4Abstractdatapointsislarge.Typically,applyingthekernelfunc-tiontoeachpairofdatapointstakesO(d)time.This...
FairnessofExposureinStochasticBanditsLequnWang1YiweiBai1WenSun1ThorstenJoachims1AbstractWhilemaximizinguserresponsesmayarguablybeintheinterestoftheplatformanditsusersatleastintheshortterm,Contextua...
ExactOptimizationofConformalPredictorsviaIncrementalandDecrementalLearningGiovanniCherubin1KonstantinosChatzikokolakis2MartinJaggi3Abstractclustering(Cherubinetal.,2015).Furthermore,theycanbeusedto...
EstimationandQuantizationofExpectedPersistenceDiagramsVincentDivol1ThéoLacombe1Abstractmulti-scalefashion.Relyingonpersistenthomologytheory(Edelsbrunneretal.,2000;Zomorodian&Carlsson,2005;Persiste...
EvaluatingRobustnessofPredictiveUncertaintyEstimation:AreDirichlet-basedModelsReliable?Anna-KathrinKopetzki1BertrandCharpentier1DanielZügner1SandhyaGiri1StephanGünnemann1AbstractFigure1.Visualiza...
EquivariantLearningofStochasticFields:GaussianProcessesandSteerableConditionalNeuralProcessesPeterHolderrieth1MichaelHutchinson1YeeWhyeTeh12AbstractFigure1.Aschematicofequivariantlearningofvectorfi...
EquivariantMessagePassingforthePredictionofTensorialPropertiesandMolecularSpectraKristofT.Schu¨tt12OliverT.Unke12MichaelGastegger13Abstractoryquicklybecomeprohibitiveforlargesystemsandthepredictio...
End-to-EndLearningofCoherentProbabilisticForecastsforHierarchicalTimeSeriesSyamaSundarRangapuram1LucienD.Werner23KonstantinosBenidis1PedroMercado1JanGasthaus1TimJanuschowski1Abstractanddevoidoftheh...
EnhancingRobustnessofNeuralNetworksthroughFourierStabilizationNetanelRaviv1AidanKelley1MichaelGuo1YevgenyVorobeychik1Abstractevasionattacks(Grosseetal.,2016;Li&Vorobeychik,2018;Laskovetal.,2014;Xue...
EfficientTrainingofRobustDecisionTreesAgainstAdversarialExamplesDanie¨lVos1SiccoVerwer1Abstractetal.,2019),wecloselymimicthegreedyrecursivesplit-tingstrategythattraditionaldecisiontreesuseandwesco...
EfficientGenerativeModellingofProteinStructureFragmentsusingaDeepMarkovModelChristianB.Thygesen12AhmadSalimAl-Sibahi1ChristianS.Steenmanns2LysS.Moreta1AndersB.Sørensen2ThomasHamelryck13Abstractapr...
EfficientDifferentiableSimulationofArticulatedBodiesYi-LingQiao12JunbangLiang1VladlenKoltun2MingC.Lin1Abstract2019).However,theydonothaveaccesstoanalyticderiva-tivesofthearticulateddynamics.Therefo...
FunctionContrastiveLearningofTransferableMeta-RepresentationsMuhammadWaleedGondal1ShrutiJoshi1NasimRahaman12StefanBauer13ManuelWu¨thrich1BernhardScho¨lkopf1AbstractrelyonthenumberofsamplesNbeingl...
FunctionalSpaceAnalysisofLocalGANConvergenceValentinKhrulkov1ArtemBabenko12IvanOseledets3Abstractousgradientdescent.InNagarajan&Kolter(2017)itwasshownthatundermildassumptions,thismethodislocallyRec...