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标签“Sample”的相关文档，共24条

Towards Tight Bounds on the Sample Complexity of Average-reward MDPs
TowardsTightBoundsontheSampleComplexityofAverage-rewardMDPsYujiaJin1AaronSidford1Abstractmakingunderuncertaintyandreinforcementlearning(Puter-man,2014;Sutton&Barto,2018).Itisaprominenttheoret-Wepro...
Complexity on the bounds Sample
2023-11-16 19:42:1215061.88 MB3
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Tightening the Dependence on Horizon in the Sample Complexity of Q-Learning
TighteningtheDependenceonHorizonintheSampleComplexityofQ-LearningGenLi1ChangxiaoCai2YuxinChen2YuantaoGu1YutingWei3YuejieChi4AbstractQ-learning(Borkar&Meyn,2000;Jaakkolaetal.,1994;Szepesva´ri,1998;...
on the in Sample Dependence
2023-11-16 19:42:081037390.16 KB21
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Sample Complexity of Robust Linear Classification on Separated Data
SampleComplexityofRobustLinearClassiﬁcationonSeparatedDataRobiBhattacharjee1SomeshJha2KamalikaChaudhuri1Abstractthusaimstoﬁndaclassiﬁerthatmaximizesaccuracyonexamplesthataredistancerormorefromth...
of Complexity on Robust Classification
2023-11-16 19:41:401062390.12 KB20
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Sample Efficient Reinforcement Learning In Continuous State Spaces A Perspective Beyond Linearity
SampleEfﬁcientReinforcementLearningInContinuousStateSpaces:APerspectiveBeyondLinearityDhruvMalik1AldoPacchiano2VishwakSrinivasan1YuanzhiLi1Abstractsuchabenchmark(Bellemareetal.,2013).Agentstrained...
Learning Efficient Reinforcement in Sample
2023-11-16 19:41:391099382.37 KB4
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SagaNet A Small Sample Gated Network for Pediatric Cancer Diagnosis
SagaNet:ASmallSampleGatedNetworkforPediatricCancerDiagnosisYuhanLiu1ShiliangSun1Abstracttodevotealotoftimeandendeavorsduringbusywork.Second,fortheprotectionofdataprivacy,manyhospitalsorThescarcityo...
for Network Sample Gated Small
2023-11-16 19:41:397703.91 MB29
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You Only Sample (Almost) Once Linear Cost Self-Attention Via Bernoulli Sampling
YouOnlySample(Almost)Once:LinearCostSelf-AttentionViaBernoulliSamplingZhanpengZeng1YunyangXiong1SathyaN.Ravi2ShaileshAcharya3GlennFung3VikasSingh1Abstractlanguageinference(Devlinetal.,2019)andparap...
Once Sample Linear Almost Only
2023-11-16 19:41:2818401.79 MB6
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PixelTransformer Sample Conditioned Signal Generation
PixelTransformer:SampleConditionedSignalGenerationShubhamTulsiani1AbhinavGupta12https://shubhtuls.github.io/PixelTransformer/Abstracttoconditioninferenceonsparseobservationse.g.pixelvalues.Asanalte...
Generation Sample Signal PixelTransformer Conditioned
2023-11-16 19:28:295148.12 MB1
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Exponential Reduction in Sample Complexity with Learning of Ising Model Dynamics
ExponentialReductioninSampleComplexitywithLearningofIsingModelDynamicsArkopalDutt1AndreyY.Lokhov2MarcVuffray2SidhantMisra2Abstractmeasurementsandexperiments.AstheseSamplesaretime-consumingorcostlyt...
Learning with Complexity Reduction in
2023-11-16 18:38:0618792.37 MB7
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A Lower Bound for the Sample Complexity of Inverse Reinforcement Learning
ALowerBoundfortheSampleComplexityofInverseReinforcementLearningAbiKomanduru1JeanHonorio2AbstractproblemcanbeembeddedinLMDP,solutionstostandardMDPproblemsbasedonstandardMDPsareguaranteedtoInverserei...
of for Complexity the Sample
2023-11-16 17:52:04593274.89 KB13
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The Sample Complexity of Best-$k$ Items Selection from Pairwise Comparisons
TheSampleComplexityofBest-kItemsSelectionfromPairwiseComparisonsWenboRen1JiaLiu2NessB.Shroff13Abstract1.IntroductionThispaperstudiestheSamplecomplexity(aka1.1.BackgroundandMotivationnumberofcompari...
of Selection Complexity the Sample
2023-11-14 21:46:451398436.55 KB24
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Sample Amplification Increasing Dataset Size even when Learning is Impossible
SampleAmpliﬁcation:IncreasingDatasetSizeevenwhenLearningisImpossibleBrianAxelrod1ShivamGarg1VatsalSharan1GregoryValiant1Abstractordoesitsufﬁcetohaveaccesstoasmallerdatasetofsizen<mdrawnfromD,andt...
Sample When Dataset Even Increasing
2023-11-14 21:46:161035861.71 KB21
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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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Sample Factory Egocentric 3D Control from Pixels at 100000 FPS with Asynchronous Reinforcement Learning
SampleFactory:Egocentric3DControlfromPixelsat100000FPSwithAsynchronousReinforcementLearningAlekseiPetrenko12ZhehuiHuang2TusharKumar2GauravSukhatme2VladlenKoltun1AbstractHwangboetal.,2019;Molchanove...
3D from Sample Control Egocentric
2023-11-14 21:46:1613953.08 MB2
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On the Sample Complexity of Adversarial Multi-Source PAC Learning
OntheSampleComplexityofAdversarialMulti-SourcePACLearningNikolaKonstantinov1EliasFrantar12DanAlistarh1ChristophH.Lampert1Abstractetal.,2019).Robustnessattrainingtime,however,isrepre-sentedlesspromi...
of Adversarial Complexity on the
2023-11-14 21:45:351562273.56 KB23
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On a projective ensemble approach to two Sample test for equality of distributions
OnaProjectiveEnsembleApproachtoTwoSampleTestforEqualityofDistributionsZhimeiLi1YaowuZhang1Abstracttestingfortheequalityoftwodistributions,i.e.,Inthiswork,weproposearobusttestforthemul-H0:F=GversusH...
on to Approach Sample Two
2023-11-14 21:45:27513319.49 KB13
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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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Improving the Sample and Communication Complexity for Decentralized Non-Convex Optimization Joint Gradient Estimation and Tracking
ImprovingtheSampleandCommunicationComplexityforDecentralizedNon-ConvexOptimization:JointGradientEstimationandTrackingHaoranSun1SongtaoLu2MingyiHong1Abstract1.IntroductionManymodernlarge-scalemachin...
for and Complexity the Improving
2023-11-14 21:44:361351771.93 KB13
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From PAC to Instance-Optimal Sample Complexity in the Plackett-Luce Model
FromPACtoInstance-OptimalSampleComplexityinthePlackett-LuceModelAadirupaSaha1AdityaGopalan1Abstractetal.,2013;Radlinskietal.,2008),crowdsourcedranking(Chenetal.,2013),tournamentdesign(Graepel&Herbr...
from Complexity in to Sample
2023-11-14 21:44:181267631.58 KB14
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A Sample Complexity Separation between Non-Convex and Convex Meta-Learning
ASampleComplexitySeparationbetweenNon-ConvexandConvexMeta-LearningNikunjSaunshi1YiZhang1MikhailKhodak2SanjeevArora13Abstractcomplexityofanunseenbutrelatedtesttask.Althoughthereisalonghistoryofsucce...
and Complexity Convex Non-convex Sample
2023-11-14 21:42:521001730.95 KB29
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Fast and Sample Efficient Inductive Matrix Completion via Multi-Phase Procrustes Flow
FastandSampleEfﬁcientInductiveMatrixCompletionviaMulti-PhaseProcrustesFlowXiaoZhang1SimonS.Du2QuanquanGu3Abstractmographicinformation(genders,occupation)forusersorproductinformation(genre,director...
Efficient Matrix Completion and Fast
2023-11-13 11:59:32621368.44 KB7
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