DRWR:ADifferentiableRendererwithoutRenderingforUnsupervised3DStructureLearningfromSilhouetteImagesZhizhongHan12ChaoChen1Yu-ShenLiu1MatthiasZwicker2AbstractFigure1.Illustrationofthedifferencebetween...
DifferentiableProductQuantizationforEnd-to-EndEmbeddingCompressionTingChen1LalaLi1YizhouSun2Abstractetal.,2013)andrecommendersystems(Korenetal.,2009),wherethevocabularysizesareevenlarger.Embeddingl...
DifferentiableLikelihoodsforFastInversionof‘Likelihood-Free’DynamicalSystemsHansKersting123NicholasKra¨mer1MartinSchiegg3ChristianDaniel3MichaelTiemann3PhilippHennig12AbstractFigure1.Inferenceon...
CombiningDifferentiablePDESolversandGraphNeuralNetworksforFluidFlowPredictionFilipedeAvilaBelbute-Peres1†ThomasD.Economon2†J.ZicoKolter13Abstracttationalfluiddynamics(CFD)simulations,theseequatio...
DifferentiableDynamicNormalizationforLearningDeepRepresentationPingLuo12ZhanglinPeng3WenqiShao23RuimaoZhang23JiaminRen3LingyunWu3AbstractForinstance,BNisusedaftereveryconvolutionallayerofaResNet101...
DifferentiableLinearizedADMMXingyuXie1JianlongWu1ZhishengZhong1GuangcanLiu2ZhouchenLin1Abstractlearning.Providedwithsomewell-deignedoptimizationstrategiessuchas(Kingma&Ba,2014;Zeiler,2012;LiRecentl...
ConcreteAutoencoders:DifferentiableFeatureSelectionandReconstructionAbubakarAbid1MuhammedFatihBalin2JamesZou134Abstracttoreducedimensionalityofdatabyidentifyingthesubsetofrelevantfeaturesinadataset...
AFullyDifferentiableBeamSearchDecoderRonanCollobert1AwniHannun1GabrielSynnaeve1Abstractownmistakessinceitusestheground-truthtargetasguid-ance.AtinferencethetargetisunavailableandabeamWeintroduceane...
TheMechanicsofn-PlayerDifferentiableGamesDavidBalduzzi1Se´bastienRacanie`re1JamesMartens1JakobFoerster2KarlTuyls1ThoreGraepel1Abstractoptimization(Pfau&Vinyals,2016),syntheticgradients(Jaderberget...
SparseMAP:DifferentiableSparseStructuredInferenceVladNiculae1AndréF.T.Martins2MathieuBlondel3ClaireCardie1Abstract⋆StructuredpredictionrequiressearchingoveraargmaxMarginalMAPcombinatorialnumberof...
Differentiableplasticity:trainingplasticneuralnetworkswithbackpropagationThomasMiconi1JeffClune1KennethO.Stanley1Abstractexamples.Bycontrast,biologicalagentsexhibitaremark-ableabilitytolearnquickly...
DifferentiableDynamicProgrammingforStructuredPredictionandAttentionArthurMensch1MathieuBlondel2Abstractproblem(Amos&Kolter,2017;Niculae&Blondel,2017;Djolonga&Krause,2017);otherssolvecertaincombinat...
DifferentiableAbstractInterpretationforProvablyRobustNeuralNetworksMatthewMirman1TimonGehr1MartinVechev1Abstractsarialattackswhichprovidescertificatesprovingthatnoneofthetrainingexamplescouldbeadve...
DifferentiableCompositionalKernelLearningforGaussianProcessesShengyangSun12GuodongZhang12ChaoqiWang12WenyuanZeng123JiamanLi12RogerGrosse12Abstract(a)GroundTruth(b)NKNPredictionThegeneralizationprop...
DiCE:TheInfinitelyDifferentiableMonteCarloEstimatorJakobFoerster1GregoryFarquhar1MaruanAl-Shedivat2TimRockta¨schel1EricP.Xing2ShimonWhiteson1AbstractEstimatingthefirstordergradientsiscomputational...
Soft-DTW:aDifferentiableLossFunctionforTime-SeriesMarcoCuturi1MathieuBlondel2AbstractInputOutputWeproposeinthispaperaDifferentiablelearningFigure1.Giventhefirstpartofatimeseries,wetrainedtwolossbet...
ProgrammingwithaDifferentiableForthInterpreterMatkoBosˇnjak1TimRockta¨schel2JasonNaradowsky3SebastianRiedel1Abstractpartialproceduralbackgroundknowledge:onemayknowtheroughstructureoftheprogram,or...
OptNet:DifferentiableOptimizationasaLayerinNeuralNetworksBrandonAmos1J.ZicoKolter1Abstracttalcanreducetheoveralldepthofthenetworkwhilepre-servingrichnessofrepresentation.Specifically,webuildaThispa...
End-to-EndDifferentiableAdversarialImitationLearningNirBaram1OronAnschel1ItaiCaspi1ShieMannor1Abstract1991).Byprovidingconstantsupervision(denserewardsignalinReinforcementLearning(RL)terminology),B...
DifferentiableProgramswithNeuralLibrariesAlexanderL.Gaunt1MarcBrockschmidt1NateKushman1DanielTarlow2Abstractexplorepotentialadvantagesofthisclassofhybridmodeloverpurelyneuralsystems,withaparticular...