Tiltingtheplayingfield:DynamicallossfunctionsformachinelearningMiguelRuiz-Garcia12GeZhang1SamuelS.Schoenholz3AndreaJ.Liu1Abstracttionscale(Glorot&Bengio,2010;Xiaoetal.,2018)orlearningrateschedule(H...
Task-OptimalExplorationinLinearDynamicalSystemsAndrewWagenmaker1MaxSimchowitz2KevinJamieson1Abstracttaintyabouttheenvironment,anaivestrategymightbetoexploretheenvironmentuntilitisuniformlyunderstoo...
CausalModelingforFairnessinDynamicalSystemsElliotCreager12DavidMadras12ToniannPitassi12RichardZemel12Abstractforaparticulardomain(e.g.lending(Mouzannaretal.,2019),hiring(Hu&Chen,2018),recommendatio...
BoostingforControlofDynamicalSystemsNamanAgarwal1NatalyBrukhim21EladHazan21ZhouLu2Abstractofthesystem,andhenceitisoftennota-prioriclearhowtoobtainameaningfulguaranteewhenswitchingbetweenorWestudyth...
ADynamicalSystemsPerspectiveonNesterovAccelerationMichaelMuehlebach1MichaelI.Jordan1Abstractbeenmanyattemptstounderstandandcharacterizethephe-nomenon.Bubecketal.(2015)suggestamodificationofWepresen...
DynamicalIsometryandaMeanFieldTheoryofRNNs:GatingEnablesSignalPropagationinRecurrentNeuralNetworksMinminChen1JeffreyPennington2SamuelS.Schoenholz2Abstracttion(Gravesetal.,2013)andrecommendationsyst...
DynamicalIsometryandaMeanFieldTheoryofCNNs:HowtoTrain10,000-LayerVanillaConvolutionalNeuralNetworksLechaoXiao12YasamanBahri12JaschaSohl-Dickstein1SamuelS.Schoenholz1JeffreyPennington1AbstractFigure...
ADMMandAcceleratedADMMasContinuousDynamicalSystemsGuilhermeFranc¸a1DanielP.Robinson1Rene´Vidal1Abstract1.1.RelatedworkRecently,therehasbeenanincreasinginterestinPerhapsthesimplestconnectionbetwee...
LearningStableStochasticNonlinearDynamicalSystemsJonasUmlauft1SandraHirche1Abstractrobotictaskisgiventhroughhumandemonstrations,e.g.,objectgrasping.ThegoalistorepresentthemotionwithaAdata-drivenide...