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标签“Robust”的相关文档，共115条

Weight-covariance alignment for adversarially Robust neural networks
Weight-CovarianceAlignmentforAdversariallyRobustNeuralNetworksPanagiotisEustratiadis1HenryGouk1DaLi12TimothyHospedales12Abstract2013).Inordertotacklethisproblem,manyadversarialdefensealgorithmshave...
Neural for Networks Robust Adversarially
2023-11-16 19:42:257483.39 MB30
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Wasserstein Distributional Normalization For Robust Distributional Certification of Noisy Labeled Data
WassersteinDistributionalNormalizationForRobustDistributionalCertiﬁcationofNoisyLabeledDataSungWooPark1JunseokKwon1AbstractWhilethereareseveralmethodsthatcandealwithnoisy-labeleddata,recentmethods...
of for Robust Wasserstein Distributional
2023-11-16 19:42:241557540.49 KB29
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Unified Robust Semi-Supervised Variational Autoencoder
UniﬁedRobustSemi-SupervisedVariationalAutoencoderXuChen1Abstracttheinputimagecontainsoutlierswheretheirbehaviorsarefarawayfromnormalsamples(Boraetal.,2018).ForInthispaper,weproposeanovelnoise-robu...
Variational Robust Autoencoder Semi-Supervised Unified
2023-11-16 19:42:1816201.01 MB27
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Training Adversarially Robust Sparse Networks via Bayesian Connectivity Sampling
TrainingAdversariallyRobustSparseNetworksviaBayesianConnectivitySamplingOzanO¨zdenizci12RobertLegenstein1AbstractSeminalworkby(Szegedyetal.,2013)showedthatsuchadversarialexamplescanbecreatedviaper...
Networks Sparse Bayesian via Robust
2023-11-16 19:42:13774366.9 KB1
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Towards Better Robust Generalization with Shift Consistency Regularization
TowardsBetterRobustGeneralizationwithShiftConsistencyRegularizationShufeiZhang12ZhuangQian12KaizhuHuang1QiufengWang1RuiZhang3XinpingYi2Abstract2015;Heetal.,2016;Miyatoetal.,2017;Zagoruyko&Komodakis...
with Robust Consistency generalization Better
2023-11-16 19:42:1010092.95 MB8
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To be Robust or to be Fair Towards Fairness in Adversarial Training
TobeRobustortobeFair:TowardsFairnessinAdversarialTrainingHanXu1XiaoruiLiu1YaxinLi1AnilK.Jain1JiliangTang1Abstracttobewronglyclassiﬁed:AdversarialtrainingalgorithmshavebeenprovedminEmaxL(f(x+δ),y)...
Robust Be to to Towards
2023-11-16 19:42:081319657.11 KB6
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Streaming and Distributed Algorithms for Robust Column Subset Selection
StreamingandDistributedAlgorithmsforRobustColumnSubsetSelectionShuliJiang1DongyuLi1IreneMengzeLi1ArvindV.Mahankali1DavidP.Woodruff1AbstractV∈Rk×nsuchthatUV−Aisminimized(Clarkson&Woodruff,2013;Wo...
for Distributed and Algorithms Robust
2023-11-16 19:41:581188664.56 KB18
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SGA A Robust Algorithm for Partial Recovery of Tree-Structured Graphical Models with Noisy Samples
SGA:ARobustAlgorithmforPartialRecoveryofTree-StructuredGraphicalModelswithNoisySamplesAnshooTandon1AldricJ.Y.Han2VincentY.F.Tan12Abstractnetworks(Lauritzen,1996)andcomputervision(Besag,1986).Forade...
of for Algorithm Robust Recovery
2023-11-16 19:41:461076710.72 KB21
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Sequential Domain Adaptation by Synthesizing Distributionally Robust Experts
SequentialDomainAdaptationbySynthesizingDistributionallyRobustExpertsBaharTaskesen1Man-ChungYue2Jose´Blanchet3DanielKuhn1VietAnhNguyen34Abstractabsenceofmeaningfuldatatotuneanyparameters.How-ever,...
by Domain Adaptation Robust Sequential
2023-11-16 19:41:451900756.21 KB14
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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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Robust Unsupervised Learning via L-statistic Minimization
RobustUnsupervisedLearningviaL-StatisticMinimizationAndreasMaurer1DanielaA.Parletta12AndreaPaudice13MassimilanoPontil14Abstractrestrictattentionto“asufﬁcientportionofthedataingoodagreementwithone...
Learning Unsupervised via Robust Minimization
2023-11-16 19:41:387471002.34 KB5
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Robust Representation Learning via Perceptual Similarity Metrics
RobustRepresentationLearningviaPerceptualSimilarityMetricsSaeidAsgariTaghanaki1KristyChoi2AmirKhasahmadi1AnirudhGoyal3Abstractofdeepneuralnetworks(Deanetal.,2012;LeCunetal.,2015)havebeenpivotaltowa...
Learning via Robust Representation Similarity
2023-11-16 19:41:387506.53 MB14
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Robust Testing and Estimation under Manipulation Attacks
RobustTestingandEstimationunderManipulationAttacksJayadevAcharya1ZitengSun1HuanyuZhang1Abstractchallengesaboveexistsimultaneously.Motivatedbytheirwork,wefurtherstudymanipulationattacksforinferenceW...
and Robust Estimation under Testing
2023-11-16 19:41:381061353.73 KB12
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Robust Reinforcement Learning using Least Squares Policy Iteration with Provable Performance Guarantees
RobustReinforcementLearningusingLeastSquaresPolicyIterationwithProvablePerformanceGuaranteesKishanPanaganti1DileepKalathil1AbstractThismismatchbetweenthetrainingandtestingenvironmentparameterscansi...
Learning Using Reinforcement Robust Policy
2023-11-16 19:41:3814402.55 MB14
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Robust Pure Exploration in Linear Bandits with Limited Budget
RobustPureExplorationinLinearBanditswithLimitedBudgetAyyaAlieva1AshokCutkosky2AbhimanyuDas3Abstracttheexplorationphaseshouldbesomehowefﬁcient-wewishtomakethebestuseofourlimitedbudgetinordertoWecon...
with Robust in Exploration Bandits
2023-11-16 19:41:38893463.98 KB23
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Robust Policy Gradient against Strong Data Corruption
RobustPolicyGradientagainstStrongDataCorruptionXuezhouZhang1YidingChen1JerryZhu1WenSun2Abstracthighlynoisydata,suchasautonomousdriving,quantitativetrading,ormedicaldiagnosis.Westudytheproblemofrobu...
Gradient Data Robust Policy Strong
2023-11-16 19:41:3711073.79 MB19
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Robust Learning-Augmented Caching An Experimental Study
RobustLearning-AugmentedCaching:AnExperimentalStudyJakubChłe˛dowski1AdamPolak2BartoszSzabucki1KonradZ˙ołna13Abstractoptimizationgoalistomaximizethenumberofcachehits,i.e.,situationswhenthereques...
An Robust Caching Study Experimental
2023-11-16 19:41:3712662.87 MB23
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Robust Inference for High-Dimensional Linear Models via Residual Randomization
RobustInferenceforHigh-DimensionalLinearModelsviaResidualRandomizationY.SamuelWang1SiKaiLee1PanosToulis1MladenKolar1Abstractsamplesplittingprocedurestoformvalidp-values.Zhang&Zhang(2014),VandeGeere...
for Inference Models High-dimensional via
2023-11-16 19:41:37528616.13 KB2
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Robust Learning for Data Poisoning Attacks
RobustLearningforDataPoisoningAttacksYunjuanWang1PooryaMianjy1RamanArora1Abstractinsettingswhereanadversarycanaffectanypartofthetrainingdata.Therefore,inthispaper,weareinterestedinWeinvestigatether...
Learning for Data Robust Attacks
2023-11-16 19:41:378062.78 MB16
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Robust Density Estimation from Batches The Best Things in Life are (Nearly) Free
RobustDensityEstimationfromBatches:TheBestThingsinLifeare(Nearly)FreeAyushJain1AlonOrlitsky1Abstractexampleshowsthatregardlessofthenumberofsamplesavailable,suchcorruptionseverelycurtailsthelearning...
from the Robust Density Estimation
2023-11-16 19:41:379691.71 MB19
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