What’sintheBox?ExploringtheinnerLifeofNeuralNetworkswithRobustRulesJonasFischer1AnnaOla´h1JillesVreeken2AbstractYaretypicallyactivewhenneuronsXare.Forrobustnessweexplicitlyallowfornoise,andtoensu...
ValueIterationinContinuousActions,StatesandTimeMichaelLutter12ShieMannor13JanPeters2DieterFox14AnimeshGarg15AbstractValueIterationFittedValueIterationContinuousFittedValueIterationClassicalvalueite...
UnderstandingtheDynamicsofGradientFlowinOverparameterizedLinearModelsSalmaTarmoun12GuilhermeFranc¸a13BenjaminHaeffele14Rene´Vidal14Abstractathoroughanalysisofthedynamicsofoptimizationmeth-ods,suc...
UnderstandingNoiseinjectioninGANsRuiliFeng1DeliZhao2Zheng-JunZha†1Abstractquantizingneuralnetworks(Baskinetal.,2018).inrecentyears,noiseinjection1hasattractedmoreandmoreatten-Noiseinjectionisaneff...
UnderstandingFailuresinOut-of-DistributionDetectionwithDeepGenerativeModelsLilyH.Zhang1MarkGoldstein1RajeshRanganath1Abstractdistribution,estimatedviaamodel(Bishop,1994).Deepgenerativemodels(DGMs)s...
UnderstandingandMitigatingAccuracyDisparityinRegressionJianfengChi1YuanTian1GeoffreyJ.Gordon2HanZhao3Abstractcases,BuolamwiniandGebru(2018)showedthatnotableaccuracydisparityexistsacrossdifferentrac...
UnbiasedGradientEstimationinUnrolledComputationGraphswithPersistentEvolutionStrategiesPaulVicol12LukeMetz2JaschaSohl-Dickstein2AbstractZipser,1989;Tallec&Ollivier,2017a;Mujikaetal.,2018;Benzingetal...
TowardsUnderstandingLearninginNeuralNetworkswithLinearTeachersRoeiSarussi1AlonBrutzkus1AmirGloberson1Abstractwillseparatethedata.Whichofthesewillbefoundbygradientdescent?Cananeuralnetworkminimizing...
TowardsUnderstandingandMitigatingSocialBiasesinLanguageModelsPaulPuLiang1ChiyuWu1Louis-PhilippeMorency1RuslanSalakhutdinov1AbstractZhaoetal.,2017).Morerecently,languagemodels(LMs)areincreasinglyuse...
TowardsBetterLaplacianRepresentationinReinforcementLearningwithGeneralizedGraphDrawingKaixinWang1KuangqiZhou1QixinZhang2JieShao3BryanHooi1JiashiFeng1AbstractFigure1.VisualizationofenvironmentandLap...
TighteningtheDependenceonHorizonintheSampleComplexityofQ-LearningGenLi1ChangxiaoCai2YuxinChen2YuantaoGu1YutingWei3YuejieChi4AbstractQ-learning(Borkar&Meyn,2000;Jaakkolaetal.,1994;Szepesva´ri,1998;...
TheHeavy-TailPhenomenoninSGDMertGürbüzbalaban1UmutS¸ims¸ekli2LingjiongZhu3Abstract1.introductioninrecentyears,variousnotionsofcapacityandThelearningprobleminneuralnetworkscanbeexpressedascomple...
TheHintonsinyourNeuralNetwork:aQuantumFieldTheoryViewofDeepLearningRobertoBondesan1MaxWelling1Abstractinthispaperweproposeadirectmappingofadeepneu-ralnetworkontoaopticalquantumcomputerthroughtheint...
TensorProgramsIV:FeatureLearningininfinite-WidthNeuralNetworksGregYang1EdwardJ.Hu23AbstractFigure1.PCAofWord2VecembeddingsoftopUScitiesandstates,forNTK,width-64,andwidth-∞featurelearningnetworksAs...
TemporalPredictiveCodingForModel-BasedPlanninginLatentSpaceTungNguyen1RuiShu2TuanPham1HungBui1StefanoErmon2Abstractever,itiswellknownthatperformingRLdirectlyinthehigh-dimensionalobservationspaceiss...
TeachMyAgent:aBenchmarkforAutomaticCurriculumLearninginDeepRLCle´mentRomac1Re´myPortelas1KatjaHofmann2Pierre-YvesOudeyer1Abstractagentisunlikelytobeoptimalforcomplexlearningprob-lems.Buildingupon...
Task-OptimalExplorationinLinearDynamicalSystemsAndrewWagenmaker1MaxSimchowitz2KevinJamieson1Abstracttaintyabouttheenvironment,anaivestrategymightbetoexploretheenvironmentuntilitisuniformlyunderstoo...
StructuredWorldBeliefforReinforcementLearninginPOMDPGautamSingh1SkandPeri1JunghyunKim1HyunseokKim2SungjinAhn13Abstractgeneralizationtonovelscenes(Chenetal.,2020).Object-centricworldmodelsprovidestr...
StrategicClassificationintheDarkGaneshGhalme1VineetNair1ItayEilat1inbalTalgam-Cohen1NirRosenfeld1Abstractpayingbacktheloan.Thegoalofthestrategicclassificationliteratureistoshowwhenandhowthefirmcanl...