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标签“Deep”的相关文档，共250条

SATNet Bridging Deep learning and logical reasoning using a differentiable satisfiability solver
SATNet:BridgingDeeplearningandlogicalreasoningusingadifferentiablesatisﬁabilitysolverPo-WeiWang1PriyaL.Donti12BryanWilder3ZicoKolter14Abstract1.IntroductionIntegratinglogicalreasoningwithinDeeplea...
Learning and Deep Reasoning Bridging
2023-11-13 14:48:286031.42 MB19
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Robustly Disentangled Causal Mechanisms Validating Deep Representations for Interventional Robustness
RobustlyDisentangledCausalMechanisms:ValidatingDeepRepresentationsforInterventionalRobustnessRaphaelSuter1DordeMiladinovic´1BernhardScho¨lkopf2StefanBauer2Abstractallredobjectsisdemanded,onlyposi...
Representations Deep Causal Disentangled Mechanisms
2023-11-13 14:48:2714691.16 MB1
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Recursive Sketches for Modular Deep Learning
RecursiveSketchesforModularDeeplikeouralgorithmstobesmall,efﬁcient,androbust.ThisLearningworkaimstofurtherexploreonesuchsub-question:canwedesignasystemontopofneuralnetsthatefﬁcientlystoresBadihGh...
Learning for Deep Modular Sketches
2023-11-13 14:48:22662337.73 KB24
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Processing Megapixel Images with Deep Attention-Sampling Models
ProcessingMegapixelImageswithDeepAttention-SamplingModelsAngelosKatharopoulos12Franc¸oisFleuret12Abstract(b)ExistingDeeparchitecturescannotoperateonvery(a)(c)largesignalssuchasmegapixelimagesdueto...
Models with Deep Images Processing
2023-11-13 14:48:1719081.19 MB9
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Parameter efficient training of Deep convolutional neural networks by dynamic sparse reparameterization
ParameterEfﬁcientTrainingofDeepConvolutionalNeuralNetworksbyDynamicSparseReparameterizationHeshamMostafa1XinWang12Abstract1.IntroductionModernDeepneuralnetworksaretypicallyhighlyDeepneuralnetworks...
of Neural Efficient Deep Convolutional
2023-11-13 14:48:121833549.24 KB18
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Optimal Auctions through Deep Learning
OptimalAuctionsthroughDeepLearningPaulDütting1ZheFeng2HarikrishnaNarasimham2DavidC.Parkes2SaiS.Ravindranath2AbstractInaseminalpieceofwork,Myersonresolvedtheoptimalauctiondesignproblemwhenthereisas...
Learning Deep through Optimal auctions
2023-11-13 14:48:091715658.67 KB20
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On Connected Sublevel Sets in Deep Learning
OnConnectedSublevelSetsinDeepLearningQuynhNguyen1Abstractcontinuouspathfromanystartingpointinparameterspaceonwhichthelossisnon-increasingandgetsarbitrarilycloseThispapershowsthateverysublevelsetoft...
Learning on Deep in Connected
2023-11-13 14:48:01894369.75 KB6
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Off-Policy Deep Reinforcement Learning without Exploration
Off-PolicyDeepReinforcementLearningwithoutExplorationScottFujimoto12DavidMeger12DoinaPrecup12Abstractrequirefurtherinteractionswiththeenvironmenttocom-pensate(Hesteretal.,2017;Sunetal.,2018;Chenget...
Learning Reinforcement Deep Off-Policy without
2023-11-13 14:48:01954900.82 KB19
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Nonparametric Bayesian Deep Networks with Local Competition
NonparametricBayesianDeepNetworkswithLocalCompetitionKonstantinosP.Panousis1SotiriosChatzis2SergiosTheodoridis13AbstractInaddition,thisfactrendersDNNssusceptibletostrongoverﬁttingtendenciesthatmay...
Networks with Deep Local Bayesian
2023-11-13 14:48:001135487.54 KB26
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MIWAE Deep Generative Modelling and Imputation of Incomplete Data Sets
MIWAE:DeepGenerativeModellingandImputationofIncompleteDataSetsPierre-AlexandreMattei1JesFrellsen1Abstractcientlyusingnonparametricmethods,inparticulark-nearestneighbours(kNN,seee.g.Troyanskayaetal....
of and Generative Deep Imputation
2023-11-13 14:47:521934375.32 KB14
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Making Deep Q-learning methods robust to time discretization
MakingDeepQ-learningMethodsRobusttoTimeDiscretizationCorentinTallec1Le´onardBlier12YannOllivier2Abstractpreventstransferfromimperfectsimulatorstorealworldscenarios.Despiteremarkablesuccesses,DeepR...
Deep Methods Robust Time Making
2023-11-13 14:47:4816031.18 MB12
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Learning Deep kernels for exponential family densities
LearningDeepKernelsforExponentialFamilyDensitiesLiK.Wenliang1DougalJ.Sutherland1HeikoStrathmann1ArthurGretton1AbstractducingkernelHilbertspace.Choosingaﬁnite-dimensionalkernelrecoversanyclassicale...
Learning for Deep Kernels Exponential
2023-11-13 14:47:3712832.72 MB17
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Jumpout Improved Dropout for Deep Neural Networks with ReLUs
Jumpout:ImprovedDropoutforDeepNeuralNetworkswithReLUsShengjieWang1TianyiZhou1JeffA.Bilmes2Abstractperfectly,resultinginanoverﬁttingproblemandtherebyweakeningthegeneralizationperformanceonunseendat...
Neural for Networks Deep Dropout
2023-11-13 14:47:3312821.46 MB23
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IMEXnet A Forward Stable Deep Neural Network
IMEXnet-AForwardStableDeepNeuralNetworkEldadHaber12KeeganLensink12EranTreister3LarsRuthotto4Abstract(ResNets)haveshowntobesuccessfulindealingwithmanydifferenttasks(Gomezetal.,2017;Heetal.,2016b;a;L...
Neural Deep Network Stable Forward
2023-11-13 14:47:2718191.03 MB14
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Hybrid Models with Deep and Invertible Features
HybridModelswithDeepandInvertibleFeaturesEricNalisnick1AkihiroMatsukawa1YeeWhyeTeh1DilanGorur1BalajiLakshminarayanan1Abstractdetection(Bishop,1994),semi-supervisedlearning(Drucketal.,2007),andinfor...
Models and with Deep Features
2023-11-13 14:47:2615641.27 MB21
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Gradient Descent Finds Global Minima of Deep Neural Networks
GradientDescentFindsGlobalMinimaofDeepNeuralNetworksSimonS.Du1JasonD.Lee2HaochuanLi34LiweiWang54XiyuZhai6AbstractThesecondmysteriousphenomenonintrainingDeepneuralnetworksis“Deepernetworksareharder...
of Gradient Descent Deep Global
2023-11-13 14:47:201830409.38 KB29
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Good Initializations of Variational Bayes for Deep Models
GoodInitializationsofVariationalBayesforDeepModelsSimoneRossi1PietroMichiardi1MaurizioFilippone1AbstractAFTERPOORINITIALIZATIONAFTEROURINITIALIZATIONStochasticvariationalinferenceisanestablished22w...
of for Variational Bayes Deep
2023-11-13 14:47:207401.43 MB6
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Estimating Information Flow in Deep Neural Networks
EstimatingInformationFlowinDeepNeuralNetworksZivGoldfeld12EwoutvandenBerg23KristjanGreenewald23IgorMelnyk23NamNguyen23BrianKingsbury23YuryPolyanskiy12Abstractetal.,2018;Achille&Soatto,2018).Mutuali...
Neural Networks Deep in Estimating
2023-11-13 14:47:0516857.47 MB20
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Explaining Deep Neural Networks with a Polynomial Time Algorithm for Shapley Value Approximation
ExplainingDeepNeuralNetworkswithaPolynomialTimeAlgorithmforShapleyValuesApproximationMarcoAncona1CengizO¨ztireli2MarkusGross12Abstractton,2016),severalworkshavefocusedoninvestigatingmethodsforloca...
Neural Networks with Deep Time
2023-11-13 14:47:05968664.43 KB12
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Dynamic Weights in Multi-Objective Deep Reinforcement Learning
DynamicWeightsinMulti-ObjectiveDeepReinforcementLearningAxelAbels12DiederikM.Roijers3TomLenaerts12AnnNowe´2DenisSteckelmacher2Abstractasalinearscalarizationwithweightsperobjectivethatareknowninadv...
Learning Reinforcement Deep in Dynamic
2023-11-13 14:47:0012381.85 MB11
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