TheImplicitRegularizationforAdaptiveOptimizationAlgorithmsonHomogeneousNeuralNetworksBohanWang1QiMeng1WeiChen1Tie-YanLiu1Abstractprocessing(Youngetal.,2018).Inpractice,deepneuralnetworks(DNN)learne...
SAINT-ACC:Safety-AwareIntelligentAdaptiveCruiseControlforAutonomousVehiclesUsingDeepReinforcementLearningLokeshDas1MyounggyuWon1Abstractenhancingtrafficflow,overlookingtheimpactofAdaptiveadjustment...
Zoo-Tuning:AdaptiveTransferfromaZooofModelsYangShu1ZhiKou1ZhangjieCao1JianminWang1MingshengLong1Abstractleveragemodelspretrainedonlarge-scaledatasets(Rus-sakovskyetal.,2015)andfine-tunethemodelonth...
PrivateAdaptiveGradientMethodsforConvexOptimizationHilalAsi12JohnDuchi23AlirezaFallah41OmidJavidbakht5KunalTalwar5Abstractopingprivatevariantsofstochasticgradientdescent(SGD),wherealgorithmsguarant...
MessagePassingAdaptiveResonanceTheoryforOnlineActiveSemi-supervisedLearningTaehyeongKim12InjuneHwang1HyundoLee2HyunseoKim2Won-SeokChoi2JosephJ.Lim13Byoung-TakZhang2Abstractuseofdeeplearninginreal-w...
LocallyAdaptiveLabelSmoothingforPredictiveChurnDaraBahri1HeinrichJiang1Abstractaswewillshowlaterintheexperiments.Thus,evenanoptimizedtrainingprocedurecanleadtohighpredictionTrainingmodernneuralnetw...
Meta-StyleSpeech:Multi-SpeakerAdaptiveText-to-SpeechGenerationDongchanMin1DongBokLee1EunhoYang12SungJuHwang12Abstractsynthesis.ThemajorityoftheTTSmodelsaimtosynthe-sizehighqualityspeechofasinglespe...
DifferentiallyPrivateQueryReleaseThroughAdaptiveProjectionSergulAydore1WilliamBrown12MichaelKearns13KrishnaramKenthapadi1LucaMelis1AaronRoth13AnkitSiva1AbstractGaussiannoise.Foradatasetofsizen,this...
DeepAdaptiveDesign:AmortizingSequentialBayesianExperimentalDesignAdamFoster1DesiR.Ivanova1IlyasMalik2TomRainforth1Abstractusingalikelihoodp(yθ,ξ)andapriorp(θ),whereξisourcontrollabledesignandθ...
AdaptiveSamplingforBestPolicyIdentificationinMarkovDecisionProcessesAymenAlMarjani1AlexandreProutiere2Abstractcertainty.Thispaper,asmostrelatedworkinthisfield,fo-cusesonsystemsandcontrolobjectivest...
AdaptiveNewtonSketch:Linear-timeOptimizationwithQuadraticConvergenceandEffectiveHessianDimensionalityJonathanLacotte1YifeiWang1MertPilanci1Abstract1.IntroductionWeproposearandomizedalgorithmwithWec...
ASAM:AdaptiveSharpness-AwareMinimizationforScale-InvariantLearningofDeepNeuralNetworksJungminKwon1JeongseopKim1HyunseoPark1InKwonChoi1Abstractetal.,2021)asalearningalgorithmbasedonPAC-Bayesiangener...
UporDown?AdaptiveRoundingforPost-TrainingQuantizationMarkusNagel1RanaAliAmjad1MartvanBaalen1ChristosLouizos1TijmenBlankevoort1Abstractcations,andevendedicatedlow-powerhardware.Whenquantizingneuraln...
TowardsAdaptiveResidualNetworkTraining:ANeural-ODEPerspectiveChengyuDong1LiyuanLiu2ZichaoLi1JingboShang1Abstractisnotnew(Changetal.,2017;Wenetal.,2019),butthedynamicsofgrowingispoorlyunderstood.Inp...
StructureAdaptiveAlgorithmsforStochasticBanditsRe´myDegenne1HanShao2WouterM.Koolen3Abstractstartingwithasymptoticresultsinthe80sand90s(Lai&Robbins,1985;Graves&Lai,1997)andmovingtothefi-Westudyrewa...
PretrainedGeneralizedAutoregressiveModelwithAdaptiveProbabilisticLabelClustersforExtremeMulti-labelTextClassificationHuiYe1ZhiyuChen1Da-HanWang2BrianD.Davison1Abstracttextfeaturesisbag-of-words(BOW...
OptimizingBlack-boxMetricswithAdaptiveSurrogatesQijiaJiang1OlaoluwaAdigun2HarikrishnaNarasimhan3MahdiMilaniFard3MayaGupta3Abstractinformationbeusedtoinfluencethetrainingloss?Similarexamplesalsoaris...
OnlineLearnedContinualCompressionwithAdaptiveQuantizationModulesLucasCaccia123EugeneBelilovsky42MassimoCaccia425JoellePineau123Abstractetal.,2017;Balle´etal.,2016;Johnstonetal.,2018).Yetitsapplica...
Near-lineartimeGaussianprocessoptimizationwithAdaptivebatchingandresparsificationDanieleCalandriello1LuigiCarratino2AlessandroLazaric3MichalValko4LorenzoRosasco256Abstractsequentiallearningproblem,...
MinimallyDistortedAdversarialExampleswithaFastAdaptiveBoundaryAttackFrancescoCroce1MatthiasHein1Abstracttherobustnessisevaluatedapproximatingthesolutionoftheminimaladversarialperturbationproblemthr...