QuantizationAlgorithmsforRandomFourierFeaturesXiaoyunLi,PingLiCognitiveComputingLabBaiduResearch10900NE8thStBellevueWA98004USA{lixiaoyun996,pingli98}@gmail.comAbstract1.IntroductionThemethodofrando...
FindingRelevantInformationviaaDiscreteFourierExpansionMohsenHeidari1JithinK.Sreedharan2GilI.Shamir3WojciechSzpankowski1Abstractcapturenon-linearrelations(Grettonetal.,2005;Chenetal.,2017;Weietal.,2...
EnhancingRobustnessofNeuralNetworksthroughFourierStabilizationNetanelRaviv1AidanKelley1MichaelGuo1YevgenyVorobeychik1Abstractevasionattacks(Grosseetal.,2016;Li&Vorobeychik,2018;Laskovetal.,2014;Xue...
Inter-domainDeepGaussianProcessesTimG.J.Rudner1DinoSejdinovic2YarinGal1Abstractpoints-basedinferenceforGPsreliesonpointevaluationsandthus,byconstruction,createslocalapproximationstoInter-domainGaus...
TowardsaUnifiedAnalysisofRandomFourierFeaturesZhuLi1Jean-FrançoisTon1DinoOglic2DinoSejdinovic1Abstractimplicitcomputationofaninnerproductbetweenrichfea-turerepresentationsofdatathroughthekerneleva...
LearningLongTermDependenciesviaFourierRecurrentUnits∗JiongZhang1YiboLin2ZhaoSong3InderjitS.Dhillon4Abstractissuesbecomeparticularlytroublesomeforrecurrentneu-ralnetworks(RNNs)sincetheweightmatrixi...
Large-ScaleCoxProcessInferenceusingVariationalFourierFeaturesSTJohn1JamesHensman1Abstractspatiotemporaldomain,whichcannotbecomputedingen-eral.Therearethreepotentialremediestothisissue.First,Gaussia...
FourierPolicyGradientsMatthewFellows1KamilCiosek1ShimonWhiteson1AbstractUntilrecently,policygradientmethodswereeitherrestrictedtodeterministicpolicies(Silveretal.,2014)orsufferedfromWeproposeanewwa...
RandomFourierFeaturesforKernelRidgeRegression:ApproximationBoundsandStatisticalGuaranteesHaimAvron1MichaelKapralov2CameronMusco3ChristopherMusco3AmeyaVelingker2AmirZandieh2AbstractIntheabove,K2Rn⇥...