ApproximationTheoryofConvolutionalArchitecturesforTimeSeriesModellingHaotianJiang1ZhongLi2QianxiaoLi13AbstractTherecentworkofLietal.(2021)formulatedthetempo-ralmodellingtaskintoafunctionalanalysisp...
OrthogonalizedSGDandNestedArchitecturesforAnytimeNeuralNetworksChengchengWan1HenryHoffmann1ShanLu1MichaelMaire1Abstract...O1WeproposeanovelvariantofSGDcustomizedInput...O2fortrainingnetworkarchitec...
ApproximatingStackedandBidirectionalRecurrentArchitectureswiththeDelayedRecurrentNeuralNetworkJavierS.Turek1ShaileeJain2VyA.Vo1MihaiCapota˘1AlexanderG.Huth23TheodoreL.Willke1Abstractelement.Howeve...
PartiallyExchangeableNetworksandArchitecturesforLearningSummaryStatisticsinApproximateBayesianComputationSamuelWiqvist∗1Pierre-AlexandreMattei∗2UmbertoPicchini3JesFrellsen2Abstractstatisticsofthe...
MixHop:Higher-OrderGraphConvolutionalArchitecturesviaSparsifiedNeighborhoodMixingSamiAbu-El-Haija1BryanPerozzi2AmolKapoor2NazaninAlipourfard1KristinaLerman1HrayrHarutyunyan1GregVerSteeg1AramGalstya...
StructuredEvolutionwithCompactArchitecturesforScalablePolicyOptimizationKrzysztofChoromanski1MarkRowland2VikasSindhwani1RichardE.Turner2AdrianWeller23Abstractagentviadirectpolicysearchcanbecastasam...
LearningDeepArchitecturesviaGeneralizedWhitenedNeuralNetworksPingLuo12Abstractapproximationoftheidentitymatrix.Thisisanappeal-ingproperty,astrainingWNNusingstochasticgradientWhitenedNeuralNetwork(W...
DerivingNeuralArchitecturesfromSequenceandGraphKernelsTaoLei1WengongJin1ReginaBarzilay1TommiJaakkola1Abstractgraphidentifiestheunit/mappingappliedwhilethearcsspecifytherelativearrangement/orderofop...