OptimizingpersistenthomologyBasedfunctionsMathieuCarrie`re1Fre´de´ricChazal2MarcGlisse2YuichiIke3HariprasadKannan2YuheiUmeda3Abstractthelastfewyears,agrowingnumberofworkshavesuc-cessfullybeenusin...
MeasuringRobustnessinDeepLearningBasedCompressiveSensingMohammadZalbagiDarestani1AkshayS.Chaudhari2ReinhardHeckel13Abstractsiderthecompressivesensingproblemarisinginmagneticresonanceimaging(MRI),wh...
GRAD-MATCH:GradientMatchingBasedDataSubsetSelectionforEfficientDeepModelTrainingKrishnatejaKillamsetty1DurgaSivasubramanian2GaneshRamakrishnan2AbirDe2RishabhIyer1Abstractlossintestaccuracy?Thegreat...
DemystifyingInductiveBiasesfor(Beta-)VAEBasedArchitecturesDominikZietlow1MichalRol´ınek1GeorgMartius1Abstractstratesbothhighsemanticqualityaswellasgoodperfor-manceintermsofdisentanglement.Untilto...
DataaugmentationfordeeplearningBasedacceleratedMRIreconstructionwithlimiteddataZalanFabian1ReinhardHeckel2MahdiSoltanolkotabi1Abstracttients.Duetothesubsampling,therearefewerequationsthanunknowns,a...
ClassificationwithRejectionBasedonCost-sensitiveClassificationNontawatCharoenphakdee12ZhenghangCui12YivanZhang12MasashiSugiyama21Abstractsificationincriticalapplications.Thegoalofclassificationwith...
ApproximationTheoryBasedMethodsforRKHSBanditsShoTakemori1MasahiroSato1AbstracttheadversarialRKHSbanditproblem,wherealearnerinter-actswithasequenceofanyfunctionsfromtheRKHSwithTheRKHSbanditproblem(a...
AGradientBasedStrategyforHamiltonianMonteCarloHyperparameterOptimizationAndrewCampbell1WenlongChen2VincentStimper34Jose´MiguelHerna´ndez-Lobato3YichuanZhang5Abstractbehaviourandhighlycorrelatedsa...
TensordenoisingandcompletionBasedonordinalobservationsChanwooLee1MiaoyanWang1Abstracttensor,therebyefficientlyreducingtheintrinsicdimensioninbothproblems.Higher-ordertensorsarisefrequentlyinapplica...
PoissonLearning:GraphBasedSemi-SupervisedLearningAtVeryLowLabelRatesJeffCalder1BrendanCook1MatthewThorpe2DejanSlepcˇev3Abstractranking(Heetal.,2004;Yangetal.,2013;Xuetal.,2011),amongmanyotherprobl...
PDO-eConvs:PartialDifferentialOperatorBasedEquivariantConvolutionsZhengyangShen1LingshenHe2ZhouchenLin2JinwenMa1AbstractasignificantadvantageofCNNsisthattheyareshiftequiv-ariant:shiftinganimageandt...
OnlineBayesianMomentMatchingBasedSATSolverHeuristicsHaonanDuan12SaeedNejati1GeorgeTrimponias3PascalPoupart12VijayGanesh1Abstractsuchasverification(Bradley,2011),testing(Cadaretal.,2008),security(Av...
OnConvergence-DiagnosticBasedStepSizesforStochasticGradientDescentScottPesme1AymericDieuleveut2NicolasFlammarion1Abstractwarmrestarts(Loshchilov&Hutter,2016).Howeverthosestrategiestypicallydonotcom...
InfluenzaForecastingFrameworkBasedonGaussianProcessesChristophZimmer1RezaYaesoubi2AbstractintoresearchonforecastingInfluenza.Thisincludesestab-lishingachallengetoforecastinfluenzaactivities.InthisT...
DissectingNon-VacuousGeneralizationBoundsBasedontheMean-FieldApproximationKonstantinosPitas1Abstract(a)Explaininghowoverparametrizedneuralnet-Figure1.Risk-ComplexityplotforMNIST10:Theareabelowworks...
DescriptionBasedTextClassificationwithReinforcementLearningDuoChai1WeiWu1QinghongHan1WuFei2JiweiLi1AbstractStandardly,textclassificationisdividedintothefollowingtwosteps:(1)textfeatureextraction:as...
ConvolutionaldictionarylearningBasedauto-encodersfornaturalexponential-familydistributionsBaharehTolooshams1AndrewH.Song2SimonaTemereanca3DembaBa1Abstract1.IntroductionWeintroduceaclassofauto-encod...
PopulationBasedAugmentation:EfficientLearningofAugmentationPolicySchedulesDanielHo12EricLiang1IonStoica1PieterAbbeel13XiChen13AbstractBaselineAutoAugmentPopulationBasedAugmentation4Akeychallengeinl...
ModelBasedConditionalGradientMethodwithArmijo-likeLineSearchYuraMalitsky1PeterOchs2Abstractlargestsingularvalueofthegradientthatdefinesthelinearfunction.Incontrast,relatedproximalminimizationalgo-T...
MetricGAN:GenerativeAdversarialNetworksBasedBlack-boxMetricScoresOptimizationforSpeechEnhancementSzu-WeiFu12Chien-FengLiao12YuTsao2Shou-DeLin1Abstractstance,Donahueetal.(2018)appliedCGANonspeechenh...