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标签“bounds”的相关文档，共54条

Superpolynomial Lower bounds for Learning One-Layer Neural Networks using Gradient Descent
SuperpolynomialLowerboundsforLearningOne-LayerNeuralNetworksusingGradientDescentSurbhiGoel1AravindGollakota1ZhihanJin2SushrutKarmalkar1AdamKlivans1AbstractOurResults.Inthispaperwegivetheﬁrstsuperp...
Learning Neural for bounds Lower
2023-11-14 21:46:381285331.33 KB8
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Sharp Composition bounds for Gaussian Differential Privacy via Edgeworth Expansion
SharpCompositionboundsforGaussianDifferentialPrivacyviaEdgeworthExpansionQinqingZheng1JinshuoDong1QiLong1WeijieSu1Abstracttheprioralgorithms’output,anadversarycanadaptivelyanalyzethedatasettocause...
for Gaussian bounds Composition Differential
2023-11-14 21:46:2417412.17 MB9
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Sample Complexity bounds for 1-bit Compressive Sensing and Binary Stable Embeddings with Generative Priors
SampleComplexityboundsfor1-bitCompressiveSensingandBinaryStableEmbeddingswithGenerativePriorsZhaoqiangLiu1SelwynGomes1AvtanshTiwari2JonathanScarlett1Abstractreticalguaranteesincludingsharpperforman...
for Complexity Sensing bounds Sample
2023-11-14 21:46:161389982.26 KB1
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Refined bounds for algorithm configuration The knife-edge of dual class approximability
ReﬁnedboundsforAlgorithmConﬁguration:TheKnife-edgeofDualClassApproximabilityMaria-FlorinaBalcan1TuomasSandholm1234EllenVitercik1AbstractHutteretal.,2009;Kadiogluetal.,2010;Sandholm,2013):givenatr...
for Algorithm the bounds Configuration
2023-11-14 21:46:0710391.07 MB10
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Optimistic bounds for multi-output learning
OptimisticboundsforMulti-outputPredictionHenryW.J.Reeve1AtaKaba´n1Abstractoftheoutputspace.Whilstmodernapplicationsofmulti-outputpredictiondealwithincreasinglylargedatasets,theyWeinvestigatethecha...
Learning for bounds Optimistic multi-output
2023-11-14 21:45:421000392.77 KB25
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Optimal bounds between f-Divergences and Integral Probability Metrics
Optimalboundsbetweenf-DivergencesandIntegralProbabilityMetricsRohitAgrawal1ThibautHorel2Abstractdivergencebetweentwodistributionsµandνasanav-eragecostofthelikelihoodratio,thatis,Iφ(µν):=Thefam...
and Optimal bounds Probability between
2023-11-14 21:45:411423323.8 KB17
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Near-Tight Margin-Based Generalization bounds for Support Vector Machines
Near-TightMargin-BasedGeneralizationboundsforSupportVectorMachinesAllanGrønlund1LiorKamma1KasperGreenLarsen1AbstractmarginSVM.SupportVectorMachines(SVMs)areamongtheminw2mostfundamentaltoolsforbina...
for Vector generalization bounds Support
2023-11-14 21:45:201828319.17 KB6
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Near-optimal sample complexity bounds for learning Latent $k-$polytopes and applications to Ad-Mixtures
Near-optimalsamplecomplexityboundsforlearningLatentk−polytopesandapplicationstoAd-MixturesChiranjibBhattacharyya1RavindranKannan2Abstractmixtrues,aproblemnottackledbefore.Ad-mixturesaregeneralizat...
Learning for Complexity Latent bounds
2023-11-14 21:45:191970289.66 KB19
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Near-optimal Regret bounds for Stochastic Shortest Path
Near-optimalRegretboundsforStochasticShortestPathAlonCohen1HaimKaplan12YishayMansour12AvivRosenberg2AbstractThefocusofthisworkisonregretminimizationinSSP.Itbuildsonextensiveliteratureontheoreticala...
for Stochastic Regret bounds Near-Optimal
2023-11-14 21:45:191629233.14 KB3
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Lower Complexity bounds for Finite-Sum Convex-Concave Minimax Optimization Problems
LowerComplexityboundsforFinite-SumConvex-ConcaveMinimaxOptimizationProblemsGuangzengXie1LuoLuo2YijiangLian3ZhihuaZhang45AbstractconvexsuchthatX⊆RdxandY⊆Rdy.Thisformula-tioncontainsseveralpopularm...
for Complexity bounds Minimax Finite-Sum
2023-11-14 21:45:051366399.12 KB29
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Linear Lower bounds and Conditioning of Differentiable Games
LinearLowerboundsandConditioningofDifferentiableGamesAdamIbrahim1WaïssAzizian2GauthierGidel1IoannisMitliagkas1Abstractmind(Meschederetal.,2017),andtomakemattersworse,havebeenoftentunedsuboptimally...
of and Differentiable bounds Linear
2023-11-14 21:45:021164354.95 KB12
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Improved bounds on Minimax Regret under Logarithmic Loss via Self-Concordance
ImprovedboundsonMinimaxRegretunderLogarithmicLossviaSelf-ConcordanceBlairBilodeau123DylanJ.Foster4DanielM.Roy123AbstractTheloglosspenalizestheplayerbasedonhowmuchprob-abilitymasstheyplaceontheactua...
on under Regret bounds Improved
2023-11-14 21:44:341058393.3 KB18
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Estimation of bounds on Potential Outcomes For Decision Making
EstimationofboundsonPotentialOutcomesForDecisionMakingMaggieMakar1FredrikJohansson2JohnGuttag1DavidSontag1Abstractneedstoknowifthepotentialoutcomesundertreatmentandnon-treatmentfallwithin2–3.Learn...
of for on Estimation bounds
2023-11-14 21:44:05523786.84 KB8
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Dissecting Non-Vacuous Generalization bounds based on the Mean-Field Approximation
DissectingNon-VacuousGeneralizationboundsbasedontheMean-FieldApproximationKonstantinosPitas1Abstract(a)Explaininghowoverparametrizedneuralnet-Figure1.Risk-ComplexityplotforMNIST10:Theareabelowworks...
on the Based generalization bounds
2023-11-14 21:43:51685750.04 KB6
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Continuous-time Lower bounds for Gradient-based Algorithms
Continuous-timeLowerboundsforGradient-basedAlgorithmsMichaelMuehlebach1MichaelI.Jordan1Abstractindependentlowerboundsthenresultfromanunboundedincreaseintheproblemdimension.Thisestablishes,forThisar...
for Algorithms bounds Gradient-Based Continuous-Time
2023-11-14 21:43:36866481.65 KB2
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Concentration bounds for CVaR estimation The cases of light-tailed and heavy-tailed distributions
ConcentrationboundsforCVaRestimation:Thecasesoflight-tailedandheavy-taileddistributionsPrashanthL.A.1KrishnaJagannathan2RaviKumarKolla3Abstract(VaR)andConditional-Value-at-Risk(CVaR)aretworisk-awar...
for the Estimation bounds Concentration
2023-11-14 21:43:31844264.84 KB5
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Tighter Problem-Dependent Regret bounds in Reinforcement Learning without Domain Knowledge using Value Function bounds
TighterProblem-DependentRegretboundsinReinforcementLearningwithoutDomainKnowledgeusingValueFunctionboundsAndreaZanette1EmmaBrunskill2AbstractFortunatelyinpracticereinforcementlearningalgorithmsof-t...
Learning Reinforcement in Regret bounds
2023-11-13 14:48:48577493.86 KB20
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POLITEX Regret bounds for Policy Iteration using Expert Prediction
POLITEX:RegretboundsforPolicyIterationUsingExpertPredictionYasinAbbasi-Yadkori1PeterL.Bartlett2KushBhatia2NevenaLazic´3CsabaSzepesvári4GellértWeisz4Abstractmodel-basedalgorithms,andtheoreticalev...
for Using Policy Regret bounds
2023-11-13 14:48:151138942.58 KB26
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On Variational bounds of Mutual Information
OnVariationalboundsofMutualInformationBenPoole1SherjilOzair12Aa¨ronvandenOord3AlexanderA.Alemi1GeorgeTucker1AbstractFigure1.Schematicofvariationalboundsofmutualinformationpresentedinthispaper.Node...
of Variational on bounds Information
2023-11-13 14:48:0716972.21 MB16
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On Certifying Non-Uniform bounds against Adversarial Attacks
OnCertifyingNon-uniformboundsagainstAdversarialAttacksChenLiu1RyotaTomioka2VolkanCevher1AbstractCWattack(Carlini&Wagner,2017).MostattackmethodssearchfortheadversarialexamplebyutilizingthegradientTh...
Adversarial on bounds Non-Uniform Attacks
2023-11-13 14:48:017733.67 MB5
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