WaveFlow:ACompactFlow-basedModelforRawAudioWeiPing1KainanPeng1KexinZhao1ZhaoSong1Abstractgenerates1-Dwaveformsamplesatinference.Asaresult,WaveNetisprohibitivelyslowforspeechsynthesisandoneInthiswor...
Thek-tiedNormalDistribution:ACompactParameterizationofGaussianMeanFieldPosteriorsinBayesianNeuralNetworksJakubSwiatkowski1+KevinRoth2+BastiaanS.Veeling34+LinhTran5+JoshuaV.Dillon4JasperSnoek4Stepha...
T-Basis:aCompactRepresentationforNeuralNetworksAntonObukhov1MaximRakhuba1StamatiosGeorgoulis1MenelaosKanakis1DengxinDai1LucVanGool12Abstractthatcontainmillionsoftrainableparametersandconsumelotsofm...
DifferentiableProductQuantizationforEnd-to-EndEmbeddingCompressionTingChen1LalaLi1YizhouSun2Abstractetal.,2013)andrecommendersystems(Korenetal.,2009),wherethevocabularysizesareevenlarger.Embeddingl...
StructuredEvolutionwithCompactArchitecturesforScalablePolicyOptimizationKrzysztofChoromanski1MarkRowland2VikasSindhwani1RichardE.Turner2AdrianWeller23Abstractagentviadirectpolicysearchcanbecastasam...
Semi-SupervisedLearningviaCompactLatentSpaceClusteringKonstantinosKamnitsas12DanielC.Castro12LoicLeFolgoc2IanWalker2RyutaroTanno13DanielRueckert2BenGlocker2AntonioCriminisi1AdityaNori1AbstractFigur...
LearningK-wayD-dimensionalDiscreteCodesforCompactEmbeddingRepresentationsTingChen1MartinRenqiangMin2YizhouSun1AbstractSun,2017),andmanyothers(Kipf&Welling,2016;Chenetal.,2016).Theobjectiveoftheembe...
LearningCompactNeuralNetworkswithRegularizationSametOymak1Abstractertiesofcomplexneuralnetworkmodels.Significantques-tionsofinterestincludeefficienttrainingofsuchmodelsProperregularizationiscritica...
BeyondFilters:CompactFeatureMapforPortableDeepModelYunheWang1ChangXu2ChaoXu1DachengTao2Abstractsignificantredundancyinmostofexistingconvolutionalneuralnetworks.Forinstance,theResNet-50(Heetal.,Conv...