TheLipschitzConstantofSelf-AttentionHyunjikKim1GeorgePapamakarios1AndriyMnih1Abstractconstraintforneuralnetworks,tocontrolhowmuchanet-work’soutputcanchangerelativetoitsinput.SuchLips-Lipschitzcons...
ProvableLipschitzCertificationforGenerativeModelsMattJordan1AlexandrosG.Dimakis1Abstractthroughavarietyofnonlinearoperatorsandrelatethistoa2-dimensionalgeometricproblemthatwesolveop-Wepresentascala...
LipschitzNormalizationforSelf-AttentionLayerswithApplicationtoGraphNeuralNetworksGeorgeDasoulas12KevinScaman1AladinVirmaux1Abstractclassification(Velickovicetal.,2018;Lietal.,2016)andcomputervision...
GeneralisedLipschitzRegularisationEqualsDistributionalRobustnessZacCranko1ZhanShi2XinhuaZhang2RichardNock3SimonKornblith3AbstractInordertomakethisnotionofdistrustconcrete,weintro-Theproblemofadvers...
TailsofLipschitzTriangularFlowsPriyankJaini12IvanKobyzev3YaoliangYu12MarcusA.Brubaker34AbstractVanden-Eijnden,2010;Tabak&Turner,2013;Rezende&Mohamed,2015)andautoregressivemodels(Papamakar-Weinvesti...
SortingOutLipschitzFunctionApproximationCemAnil12JamesLucas12RogerGrosse12AbstractExistingapproachestoenforceLipschitzconstraintsfallintotwocategories:regularizationandarchitecturalcon-Trainingneur...
OptimalAlgorithmsforLipschitzBanditswithHeavy-tailedRewardsShiyinLu1GuanghuiWang1YaoHu2LijunZhang1Abstractfromafixedbutunknownprobabilitydistributionassociatedwiththechosenarm.Inordertomaximizehisg...
LipschitzGenerativeAdversarialNetsZhimingZhou1JiadongLiang2YuxuanSong1LantaoYu3HongweiWang3WeinanZhang1YongYu1ZhihuaZhang2Abstract2018;Yadavetal.,2017),arestillnotfullyunderstood.Inthispaperweshowt...
LipschitzContinuityinModel-basedReinforcementLearningKavoshAsadi1DipendraMisra2MichaelL.Littman1Abstractintroduceanovelcharacterizationofmodels,referredtoasaLipschitzmodelclass,thatrepresentsstocha...
GlobaloptimizationofLipschitzfunctionsCe´dricMalherbe1NicolasVayatis1Abstractglobaloptimization(Pinte´r,1991),black-boxoptimization(Jonesetal.,1998)orderivative-freeoptimization(Rios&Thegoalofthe...