OntheDesignofEstimatorsforBanditoff-PolicyEvaluationNikosVlassis1AurelienBibaut2MariaDimakopoulou1TonyJebara1Abstractofgreatinterest:Givenabanditmodel,whatisalow-riskestimatorofthecounterfactualtar...
OntheComputationandCommunicationComplexityofParallelSGDwithDynamicBatchSizesforStochasticNon-ConvexOptimizationHaoYu1RongJin1Abstractvariables⇣⇠Drefertoinstance-labelpairsandF(x;⇣)referstothecor...
OntheComplexityofApproximatingWassersteinBarycentersAlexeyKroshnin123DarinaDvinskikh41PavelDvurechensky41AlexanderGasnikov512NazariiTupitsa15Ce´sarA.Uribe6Abstractlearningandoptimizationcommunitie...
OnScalableandEfficientComputationofLargeScaleOptimalTransportYujiaXie1MinshuoChen1HaomingJiang1TuoZhao1HongyuanZha1AbstractearliestliteraturedatesbacktoMonge(1781).Sincethen,ithasattractedincreasin...
OnMediansof(Randomized)PairwiseMeansPierreLaforgue1StephanCle´menc¸on1PatriceBertail2Abstract1.IntroductionTournamentprocedures,recentlyintroducedinInLugosi&Mendelson(2016),theconceptoftournament...
OnEfficientOptimalTransport:AnAnalysisofGreedyandAcceleratedMirrorDescentAlgorithmsTianyiLin1NhatHo2MichaelI.Jordan3Abstractscalableposteriorsamplingforlargedatasets(Srivastavaetal.,2015;2018),opti...
OnDiscriminativeLearningofPredictionUncertaintyVojtechFranc1DanielPrusa1Abstractplug-inruleobtainedafterreplacingtheposteriorprobabili-tiesbytheirestimates.Aqualityoftheplug-inruleheavilyInclassifi...
Non-AsymptoticAnalysisofFractionalLangevinMonteCarloforNon-ConvexOptimizationThanhHuyNguyen1UmutS¸ims¸ekli1Gae¨lRichard1Abstract1.IntroductionRecentstudiesondiffusion-basedsamplingmeth-Diffusion...
NeuralSeparationofObservedandUnobservedDistributionsTaviHalperin1ArielEphrat2YedidHoshen13Abstractincludingsamplesofmixedsignals{y}∈Yaswellasthegroundtruthsourcesofthesamesignals{b}∈BandSeparatin...
NearoptimalfinitetimeidentificationofarbitrarylineardynamicalsystemsTuhinSarkar1AlexanderRakhlin2Abstractpopularlinearfeedbackcontrolsystemfoundinavarietyofdevices,fromplanetarysoftlandingsystemsfo...
NATTACK:LearningtheDistributionsofAdversarialExamplesforanImprovedBlack-BoxAttackonDeepNeuralNetworksYandongLi1LijunLi1LiqiangWang1TongZhang2BoqingGong3Abstracttacklingdifferentdefenses.Hence,itmay...
Multi-objectivetrainingofGenerativeAdversarialNetworkswithmultiplediscriminatorsIsabelaAlbuquerque1Joa˜oMonteiro1ThangDoan2BreandanConsidine3Tiagofalk1IoannisMitliagkas3Abstractshortcomingsinvolve...
MIWAE:DeepGenerativeModellingandImputationofIncompleteDataSetsPierre-AlexandreMattei1JesFrellsen1Abstractcientlyusingnonparametricmethods,inparticulark-nearestneighbours(kNN,seee.g.Troyanskayaetal....
MeasurementsofThree-LevelHierarchicalStructureintheOutliersintheSpectrumofDeepnetHessiansVardanPapyan1Abstract(f(xi,c;θ),yc)∈R+isthecross-entropylossbetweenthesoftmaxoff(xi,c;θ)andtheone-hotvect...
MaximumLikelihoodEstimationforLearningPopulationsofParametersRamyaKorlakaiVinayak1WeihaoKong2GregoryValiant2ShamKakade1Abstractrameterofinterestperindividual.Insuchsparseobservationscenarios,howacc...
LossLandscapesofRegularizedLinearAutoencodersDanielKunin1JonathanM.Bloom2AleksandrinaGoeva2CottonSeed2AbstractL(W1,W2)=X−W2W1X2F.Autoencodersareadeeplearningmodelforrepre-ParameterizingLbytheprodu...
Learninginterpretablecontinuous-timemodelsoflatentstochasticdynamicalsystemsLeaDuncker1Gergo˝Bohner1JulienBoussard2ManeeshSahani1Abstractaccuratelymodelledusingadiscretetimegrid.Wedevelopanapproac...
LearningDiscreteandContinuousFactorsofDataviaAlternatingDisentanglementYeonwooJeong1HyunOhSong1Abstractcorrespondtoachangeinasinglegenerativefactorofthedatawhilebeingrelativelyinvarianttoothers.Wea...
KernelMeanMatchingforContentAddressabilityofGANsWittawatJitkrittum1PatsornSangkloy2MuhammadWaleedGondal1AmitRaj2JamesHays2BernhardSchölkopf1AbstractInimagegenerativemodeling,itisdesirabletohavecon...
InferringHeterogeneousCausalEffectsinPresenceofSpatialConfoundingMuhammadOsama1DaveZachariah1ThomasB.Scho¨n1Abstract1.5cWeaddresstheproblemofinferringthecausal1effectofanexposureonanoutcomeacrosss...