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标签“Provable”的相关文档，共20条

Provable Meta-Learning of Linear Representations
ProvableMeta-LearningofLinearRepresentationsNileshTripuraneni1ChiJin2MichaelI.Jordan1Abstractrangingfromdeepreinforcementlearning(Baevskietal.,2019)tonaturallanguageprocessing(Ando&Zhang,2005;Meta-...
of Representations Linear Meta-Learning Provable
2023-11-16 19:28:33946556.28 KB30
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Provable Robustness of Adversarial Training for Learning Halfspaces with Noise
ProvableRobustnessofAdversarialTrainingforLearningHalfspaceswithNoiseDifanZou1SpencerFrei2QuanquanGu1AbstractToformalizetheabovecomment,letusdeﬁnethero-Weanalyzethepropertiesofadversarialtrain-bus...
Learning of for Adversarial Robustness
2023-11-16 19:28:331989450.02 KB17
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Provable Lipschitz Certification for Generative Models
ProvableLipschitzCertiﬁcationforGenerativeModelsMattJordan1AlexandrosG.Dimakis1Abstractthroughavarietyofnonlinearoperatorsandrelatethistoa2-dimensionalgeometricproblemthatwesolveop-Wepresentascala...
for Models Generative Lipschitz Provable
2023-11-16 19:28:331680503.39 KB10
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Provable Generalization of SGD-trained Neural Networks of Any Width in the Presence of Adversarial Label Noise
ProvableGeneralizationofSGD-trainedNeuralNetworksofAnyWidthinthePresenceofAdversarialLabelNoiseSpencerFrei1YuanCao2QuanquanGu2AbstractdeﬁneWeconsideraone-hidden-layerleakyReLUnet-OPT:=minP(x,y)∼D...
of Neural Networks generalization Provable
2023-11-16 19:28:321598455.14 KB12
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Model-Targeted Poisoning Attacks with Provable Convergence
Model-TargetedPoisoningAttackswithProvableConvergenceFnuSuya1SaeedMahloujifar2AnshumanSuri1DavidEvans1YuanTian1AbstractMostworkonpoisoningattackshasconsideredoneoftwoextremalattackerobjectives:indi...
with Convergence Provable Attacks Poisoning
2023-11-16 19:15:27924398.08 KB2
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Crowdsourcing via Annotator Co-occurrence Imputation and Provable Symmetric Nonnegative Matrix Factorization
CrowdsourcingviaAnnotatorCo-occurrenceImputationandProvableSymmetricNonnegativeMatrixFactorizationShahanaIbrahim1XiaoFu1Abstractannotationrequiressubstantialhumaneffortswithconsider-ableexpertise,w...
and via Provable Crowdsourcing Imputation
2023-11-16 18:30:541555944.49 KB23
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Bilinear Classes A Structural Framework for Provable Generalization in RL
BilinearClasses:AStructuralFrameworkforProvableGeneralizationinRLSimonS.Du1ShamM.Kakade1JasonD.Lee2ShacharLovett3GauravMahajan3WenSun4RuosongWang5AbstractthereisalsoarealizationthatpracticalRLappro...
Structural for generalization Provable Framework
2023-11-16 18:07:361968380.05 KB14
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A Modular Analysis of Provable Acceleration via Polyak’s Momentum Training a Wide ReLU Network and a Deep Linear Network
AModularAnalysisofProvableAccelerationviaPolyak’sMomentum:TrainingaWideReLUNetworkandaDeepLinearNetworkJun-KunWang1Chi-HengLin2JacobAbernethy1Abstract1.IntroductionIncorporatingaso-called“momentu...
of Analysis via Network Modular
2023-11-16 17:52:041583273.76 KB5
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Second-Order Provable Defenses against Adversarial Attacks
Second-OrderProvableDefensesagainstAdversarialAttacksSahilSingla1SoheilFeizi1Abstract1.IntroductionArobustnesscertiﬁcateagainstadversarialexam-Modernneuralnetworksachievehighaccuracyontasksplesist...
Adversarial Second-Order Provable Attacks Defenses
2023-11-14 21:46:201189452.98 KB24
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Random Hypervolume Scalarizations for Provable Multi-Objective Black Box Optimization
RandomHypervolumeScalarizationsforProvableMulti-ObjectiveBlackBoxOptimizationDanielGolovin1Qiuyi(Richard)Zhang1Abstractcatedlossesusedindeeplearning(LeCunetal.,2015)andreinforcementlearning(Suttone...
for random Multi-objective Provable Black
2023-11-14 21:46:03569461.64 KB5
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Provable Self-Play Algorithms for Competitive Reinforcement Learning
ProvableSelf-PlayAlgorithmsforCompetitiveReinforcementLearningYuBai1ChiJin2Abstractconﬂictingrewards(sothattheyessentiallycompetewitheachother)yetcanbetrainedinacentralizedfashion(i.e.Self-play,wh...
Learning for Algorithms Reinforcement Provable
2023-11-14 21:45:591891342.95 KB17
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Provable Smoothness Guarantees for Black-Box Variational Inference
ProvableSmoothnessGuaranteesforBlack-BoxVariationalInferenceJustinDomke1AbstractRanganathetal.,2014;Regieretal.,2017a;Kucukelbiretal.,2017)hasfocusedona“blackbox”modelwhereBlack-boxvariationalinf...
for Inference Variational Guarantees Provable
2023-11-14 21:45:598831.36 MB23
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Provable Representation Learning for Imitation Learning via Bi-level Optimization
ProvableRepresentationLearningforImitationLearningviaBi-levelOptimizationSanjeevArora12SimonS.Du2ShamKakade3YupingLuo1NikunjSaunshi1AbstractMarkovdecisionprocesses(MDPs)thatsharethesamestateandacti...
Learning for via Imitation Representation
2023-11-14 21:45:591433942.7 KB15
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Provable guarantees for decision tree induction the agnostic setting
ProvableGuaranteesforDecisionTreeInduction:TheAgnosticSettingGuyBlanc1JaneLange1Li-YangTan1AbstractnowthattheybuildadecisiontreeTforabinaryclassiﬁerf:Rn→{0,1}inagreedy,top-downfashion:Wegivestren...
for Guarantees the Tree Decision
2023-11-14 21:45:581123418.12 KB13
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From Sets to Multisets Provable Variational Inference for Probabilistic Integer Submodular Models
FromSetstoMultisets:ProvableVariationalInferenceforProbabilisticIntegerSubmodularModelsAytuncSahin1YataoBian2JoachimM.Buhmann1AndreasKrause1Abstracttionperspective.Usingthecelebratedgreedyalgorithm...
from Inference Variational to Provable
2023-11-14 21:44:191181714.03 KB6
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Breaking the Curse of Many Agents Provable Mean Embedding $Q$-Iteration for Mean-Field Reinforcement Learning
BreakingtheCurseofManyAgents:ProvableMeanEmbeddingQ-IterationforMean-FieldReinforcementLearningLingxiaoWang1ZhuoranYang2ZhaoranWang1Abstract1998;Dzˇeroskietal.,2001;Guestrinetal.,2002;Karetal.,201...
of the Breaking Provable Agents
2023-11-14 21:43:20519324.63 KB24
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Provable Guarantees for Gradient-Based Meta-Learning
ProvableGuaranteesforGradient-BasedMeta-LearningMikhailKhodak1Maria-FlorinaBalcan1AmeetTalwalkar12Abstractwithexamples(xi,yi)∈X×Yforanunseentask,thepopularMAMLalgorithm(Finnetal.,2017)outputsWest...
for Guarantees Gradient-Based Meta-Learning Provable
2023-11-13 14:48:18560877 KB12
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Provable Defenses against Adversarial Examples via the Convex Outer Adversarial Polytope
ProvableDefensesagainstAdversarialExamplesviatheConvexOuterAdversarialPolytopeEricWong1J.ZicoKolter2Abstract1.IntroductionWeproposeamethodtolearndeepReLU-basedRecentworkindeeplearninghasdemonstrate...
Adversarial the via Examples Provable
2023-11-13 12:00:2911521.09 MB2
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Provable Variable Selection for Streaming Features
ProvableVariableSelectionforStreamingFeaturesJingWang1JieShen2PingLi3Abstractandonlyrelatedfeatureswillbeincludedintherecommen-dationmodel.Hence,inreal-worldapplications,featuresInlarge-scalemachin...
for Selection Features Provable Variable
2023-11-13 12:00:29520328.57 KB12
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Provable Alternating Gradient Descent for Non-negative Matrix Factorization with Strong Correlations
ProvableAlternatingGradientDescentforNon-negativeMatrixFactorizationwithStrongCorrelationsYuanzhiLi1YingyuLiang1AbstractBydoingso,onecanavoidcancellationofdifferentfea-turesandimproveinterpretabili...
for Matrix Gradient Descent Provable
2023-11-12 20:45:041885433.6 KB1
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