TestingDNN-basedAutonomousDrivingSystemsunderCriticalEnvironmentalConditionsZhongLi12MinxuePan13TianZhang12XuandongLi12AbstractFigure1.TestingdrivingscenesgeneratedbyDeepXplore(Peietal.,2017),DeepT...
Task-OptimalExplorationinLinearDynamicalSystemsAndrewWagenmaker1MaxSimchowitz2KevinJamieson1Abstracttaintyabouttheenvironment,anaivestrategymightbetoexploretheenvironmentuntilitisuniformlyunderstoo...
QuantifyingAvailabilityandDiscoveryinRecommenderSystemsviaStochasticReachabilityMihaelaCurmei1SarahDean1BenjaminRecht1Abstractwhichhavebeenimplicatedinunintendedconsequenceslikepolarizationorradica...
LearningInteractionKernelsforAgentSystemsonRiemannianManifoldsMauroMaggioni12JasonMiller1HongdaQiu1MingZhong1AbstractSystemsonvariousmanifolds(Leeetal.,2018;Caponigroetal.,2014;Sarlette&Sepulchre,2...
Coded-InvNetforResilientPredictionServingSystemsTuanDinh1KangwookLee2Abstractform,improvessystemresiliencewithloweroverheadcom-paredtoothermethods(Leeetal.,2017).Recently,(Ko-Inspiredbyanewcodedcom...
ScalableIdentificationofPartiallyObservedSystemswithCertainty-EquivalentEMKunalMenda1JeandeBecdelie`vre1JayeshK.Gupta1IlanKroo1MykelJ.Kochenderfer1ZacharyManchester1Abstract···xtxt+1···System...
OptimizingLong-termSocialWelfareinRecommenderSystems:AConstrainedMatchingApproachMartinMladenov1ElliotCreager23OmerBen-Porat4†KevinSwersky1RichardZemel23CraigBoutilier1Abstractvideo),typicallyrely...
CausalModelingforFairnessinDynamicalSystemsElliotCreager12DavidMadras12ToniannPitassi12RichardZemel12Abstractforaparticulardomain(e.g.lending(Mouzannaretal.,2019),hiring(Hu&Chen,2018),recommendatio...
BoostingforControlofDynamicalSystemsNamanAgarwal1NatalyBrukhim21EladHazan21ZhouLu2Abstractofthesystem,andhenceitisoftennota-prioriclearhowtoobtainameaningfulguaranteewhenswitchingbetweenorWestudyth...
AdversarialAttacksonCopyrightDetectionSystemsParsaSaadatpanah1AliShafahi1TomGoldstein1Abstractdetectionextractfeatures,calledfingerprints,fromsam-pledvideooraudio,andthenmatchthesefeatureswithaItis...
ADynamicalSystemsPerspectiveonNesterovAccelerationMichaelMuehlebach1MichaelI.Jordan1Abstractbeenmanyattemptstounderstandandcharacterizethephe-nomenon.Bubecketal.(2015)suggestamodificationofWepresen...
NeuralRelationalInferenceforInteractingSystemsThomasKipf1EthanFetaya23Kuan-ChiehWang23MaxWelling14RichardZemel234AbstractObserveddynamicsInteractiongraphInteractingSystemsareprevalentinnature,fromF...
LearningPolicyRepresentationsinMultiagentSystemsAdityaGrover1MaruanAl-Shedivat2JayeshK.Gupta1YuraBurda3HarrisonEdwards3AbstractInthiswork,weproposeanunsupervisedencoder-decoderframeworkforlearningc...
ADMMandAcceleratedADMMasContinuousDynamicalSystemsGuilhermeFranc¸a1DanielP.Robinson1Rene´Vidal1Abstract1.1.RelatedworkRecently,therehasbeenanincreasinginterestinPerhapsthesimplestconnectionbetwee...
LearningStableStochasticNonlinearDynamicalSystemsJonasUmlauft1SandraHirche1Abstractrobotictaskisgiventhroughhumandemonstrations,e.g.,objectgrasping.ThegoalistorepresentthemotionwithaAdata-drivenide...
DevelopingBug-FreeMachineLearningSystemsWithFormalMathematicsDanielSelsam1PercyLiang1DavidL.Dill1AbstractStandardmethodology:testitempiricallyDebugNoisydata,non-convexobjectives,modelmis-specificat...