"Understanding"的相关文档 - 文库宝

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标签“Understanding”的相关文档，共44条

Understanding the Dynamics of Gradient Flow in Overparameterized Linear models
UnderstandingtheDynamicsofGradientFlowinOverparameterizedLinearModelsSalmaTarmoun12GuilhermeFranc¸a13BenjaminHaeffele14Rene´Vidal14Abstractathoroughanalysisofthedynamicsofoptimizationmeth-ods,suc...
of Gradient the in Understanding
2023-11-16 19:42:181229544.93 KB7
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Understanding Noise Injection in GANs
UnderstandingNoiseInjectioninGANsRuiliFeng1DeliZhao2Zheng-JunZha†1Abstractquantizingneuralnetworks(Baskinetal.,2018).Inrecentyears,noiseinjection1hasattractedmoreandmoreatten-Noiseinjectionisaneff...
in GANs Understanding Noise Injection
2023-11-16 19:42:185512.51 MB20
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Understanding Invariance via Feedforward Inversion of Discriminatively Trained Classifiers
UnderstandingInvarianceviaFeedforwardInversionofDiscriminativelyTrainedClassiﬁersPiotrTeterwak1ChiyuanZhang2DilipKrishnan2MichaelC.Mozer23Abstract1.IntroductionAdiscriminativelytrainedneuralnetcla...
of via Understanding Invariance Feedforward
2023-11-16 19:42:178552.36 MB2
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Understanding self-supervised learning dynamics without contrastive pairs
UnderstandingSelf-SupervisedLearningDynamicswithoutContrastivePairsYuandongTian1XinleiChen1SuryaGanguli12Abstractquiringexpensivetargetlabels(Devlinetal.,2018).Manystate-of-the-artSSLmethodsincompu...
Learning without Self-supervised Understanding Dynamics
2023-11-16 19:42:1715204.16 MB5
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Understanding Instance-Level Label Noise Disparate Impacts and Treatments
UnderstandingInstance-LevelLabelNoise:DisparateImpactsandTreatmentsYangLiu1Abstractframework(Feldman,2020),wedemonstratethevaryingeffectsofmemorizingnoisylabelsassociatedwithinstancesThispaperaimst...
and Understanding Noise Label Impacts
2023-11-16 19:42:1712921.41 MB21
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Understanding Failures in Out-of-Distribution Detection with Deep Generative Models
UnderstandingFailuresinOut-of-DistributionDetectionwithDeepGenerativeModelsLilyH.Zhang1MarkGoldstein1RajeshRanganath1Abstractdistribution,estimatedviaamodel(Bishop,1994).Deepgenerativemodels(DGMs)s...
with Deep in Detection Failures
2023-11-16 19:42:1715404.06 MB23
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Understanding and Mitigating Accuracy Disparity in Regression
UnderstandingandMitigatingAccuracyDisparityinRegressionJianfengChi1YuanTian1GeoffreyJ.Gordon2HanZhao3Abstractcases,BuolamwiniandGebru(2018)showedthatnotableaccuracydisparityexistsacrossdifferentrac...
and Regression in Understanding Accuracy
2023-11-16 19:42:1615411.27 MB26
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Towards Understanding Learning in Neural Networks with Linear Teachers
TowardsUnderstandingLearninginNeuralNetworkswithLinearTeachersRoeiSarussi1AlonBrutzkus1AmirGloberson1Abstractwillseparatethedata.Whichofthesewillbefoundbygradientdescent?Cananeuralnetworkminimizing...
Learning Neural Networks with in
2023-11-16 19:42:121477594.64 KB4
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Towards Understanding and Mitigating Social Biases in Language Models
TowardsUnderstandingandMitigatingSocialBiasesinLanguageModelsPaulPuLiang1ChiyuWu1Louis-PhilippeMorency1RuslanSalakhutdinov1AbstractZhaoetal.,2017).Morerecently,languagemodels(LMs)areincreasinglyuse...
and in Towards Understanding Mitigating
2023-11-16 19:42:12965963.33 KB26
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Toward Understanding the Feature Learning Process of Self-supervised Contrastive Learning
TowardUnderstandingtheFeatureLearningProcessofSelf-supervisedContrastiveLearningZixinWen1YuanzhiLi2Abstractcanevenoutperformthoselearnedbysupervisedlearninginseveraldownstreamtasks.Theremakablepote...
Learning of Feature Process the
2023-11-16 19:42:0911312.88 MB3
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Quantitative Understanding of VAE as a Non-linearly Scaled Isometric Embedding
QuantitativeUnderstandingofVAEasaNon-linearlyScaledIsometricEmbeddingAkiraNakagawa1KeizoKato1TaijiSuzuki23Abstractconvergestoanappropriatevalue,andsoon.Alemietal.(2018)introducedtheRDtrade-offbased...
of as Understanding Quantitative Scaled
2023-11-16 19:28:365411.94 MB26
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Beyond Variance Reduction Understanding the True Impact of Baselines on Policy Optimization
BeyondVarianceReduction:UnderstandingtheTrueImpactofBaselinesonPolicyOptimizationWesleyChung1ValentinThomas2MarlosC.Machado345NicolasLeRoux612Abstract&Cesa-Bianchi,2012).Whiletheformermeasureisofte...
the Variance Reduction Beyond Understanding
2023-11-16 18:07:365703.69 MB8
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Unraveling Meta-Learning Understanding Feature Representations for Few-Shot Tasks
UnravelingMeta-Learning:UnderstandingFeatureRepresentationsforFew-ShotTasksMicahGoldblum1StevenReich1LiamFowl1RenkunNi1ValeriiaCherepanova1TomGoldstein1Abstractdownentirelywhenonlyafewdatasamplesar...
for Representations Feature Meta-Learning Understanding
2023-11-14 21:46:5610631.57 MB15
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Understanding Self-Training for Gradual Domain Adaptation
UnderstandingSelf-TrainingforGradualDomainAdaptationAnanyaKumar1TengyuMa1PercyLiang1AbstractFigure1.Ingradualdomainadaptationwearegivenlabeleddatafromasourcedomain,andunlabeleddatafromintermediated...
for Domain Adaptation Understanding Gradual
2023-11-14 21:46:55718452.2 KB24
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Understanding the Impact of Model Incoherence on Convergence of Incremental SGD with Random Reshuffle
UnderstandingtheImpactofModelIncoherenceonConvergenceofIncrementalSGDwithRandomReshuffeShaocongMa1YiZhou1Abstractthesamplelossofthei-thdatasample.Suchaproblemformulationcoversavarietyofmachinelearn...
of Model on the Understanding
2023-11-14 21:46:557873.24 MB25
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Understanding the Curse of Horizon in Off-Policy Evaluation via Conditional Importance Sampling
UnderstandingtheCurseofHorizoninOff-PolicyEvaluationviaConditionalImportanceSamplingYaoLiu1Pierre-LucBacon2EmmaBrunskill1Abstractincreasinginterestindevelopingaccurateandefﬁcientalgo-rithmsforoff-...
of the in Off-Policy Understanding
2023-11-14 21:46:541891287.9 KB23
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Understanding Contrastive Representation Learning through Geometry on the Hypersphere
UnderstandingContrastiveRepresentationLearningthroughAlignmentandUniformityontheHypersphereTongzhouWang1PhillipIsola1AbstractContrastiverepresentationlearninghasbeenout-Alignment:Similarsampleshave...
Learning on through Geometry Representation
2023-11-14 21:46:548532.39 MB10
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Understanding and Stabilizing GANs Training Dynamics Using Control Theory
UnderstandingandStabilizingGANs’TrainingDynamicsusingControlTheoryKunXu1ChongxuanLi1JunZhu1BoZhang1Abstractplesfromfakeones.Gaimstorecoverthedatadistributionbymaximizingthisratio.Thisframeworkisfo...
Using and GANs Understanding Training
2023-11-14 21:46:5418552.94 MB22
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Understanding and Mitigating the Tradeoff between Robustness and Accuracy
UnderstandingandMitigatingtheTradeoffBetweenRobustnessandAccuracyAditiRaghunathan1SangMichaelXie1FannyYang2JohnC.Duchi1PercyLiang1AbstractStdErr(AT)-StdErr(Std)(%)ε=1/255Figure1.Gapbetweenthestan-...
and the Robustness Understanding Tradeoff
2023-11-14 21:46:5412308.22 MB14
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Understanding and Estimating the Adaptability of Domain-Invariant Representations
EstimatingGeneralizationunderDistributionShiftsviaDomain-InvariantRepresentationsChing-YaoChuang1AntonioTorralba1StefanieJegelka1AbstractAISafety(Amodeietal.,2016),motivatingrecentworkonestimatingt...
of and the Estimating Understanding
2023-11-14 21:46:535126.7 MB24
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